Abrégé

A method comprising: determining, in an AI system comprising a deep learning model with a plurality of layers defining a weight matrix of the model, groups of two or more contiguous layers in the plurality of layers; for each determined group, applying SVD to weights of one layer of the group; for each layer with SVD applied thereto, truncating at least some singular values obtained from the application of the SVD based on at least one truncation criterion; for each determined group, selecting a plurality of output channels of the deep learning model for removal based on at least one weight importance criterion; and for each determined group, removing one or more input channels and/or one or more output channels based on the selected plurality of output channels such that a shared dimension size in the group is maintained.

Classes IPC  ?

• G06N 3/082 - Méthodes d'apprentissage modifiant l’architecture, p. ex. par ajout, suppression ou mise sous silence de nœuds ou de connexions

Abrégé

A device or system configured to: receive a set of data associated with a monitored target, the set of data having N features, where N is a natural number greater than one; input the N features of the received set of data into a trained neural network for determining a condition or characteristic of the target with a plurality of sets of historical data associated with the target, each set of the plurality of sets of historical data having N features, the neural network at least having N inputs and one or more outputs, the neural network having one or more hidden layers, each hidden layer being a tensor network in the form of a matrix product operator, MPO, with a respective plurality of tensors and having a respective predetermined activation function per hidden layer or per tensor in the MPO; and input the N features into the neural network, determining a condition or characteristic of the target by processing the one or more outputs. Also, a device or system configured to train such neural network.

Classes IPC  ?

• G05B 13/02 - Systèmes de commande adaptatifs, c.-à-d. systèmes se réglant eux-mêmes automatiquement pour obtenir un rendement optimal suivant un critère prédéterminé électriques
• G06N 3/084 - Rétropropagation, p. ex. suivant l’algorithme du gradient

Abrégé

A computer-implemented method comprising: determining, in an AI system comprising a deep learning model with a plurality of layers defining a weight matrix of the model, groups of two or more contiguous layers in the plurality of layers; for each determined group of two 5 or more contiguous layers, applying SVD to weights of one layer of the group; for each layer with SVD applied thereto, truncating at least some singular values obtained from the application of the SVD based on at least one truncation criterion; for each determined group of two or more contiguous layers, selecting a plurality of output channels of the deep learning model for removal based on at least one weight importance criterion; and for each 0 determined group of two or more contiguous layers, removing one or more input channels and/or one or more output channels based on the selected plurality of output channels such that a shared dimension size in the group is maintained. Also, an apparatus and a computer program.

Classes IPC  ?

• G06N 3/082 - Méthodes d'apprentissage modifiant l’architecture, p. ex. par ajout, suppression ou mise sous silence de nœuds ou de connexions
• G06N 3/0464 - Réseaux convolutifs [CNN, ConvNet]
• G06N 3/0495 - Réseaux quantifiésRéseaux parcimonieuxRéseaux compressés
• G06N 3/045 - Combinaisons de réseaux
• G06N 3/096 - Apprentissage par transfert
• G06N 3/0475 - Réseaux génératifs

Produits et services

Software descargable para su uso como una interfaz de programación de aplicaciones (API) para automatizar el cumplimiento normativo; Software descargable para su uso como una interfaz de programación de aplicaciones (API) para la supervisión del cumplimiento normativo; Software descargable para su uso como una interfaz de programación de aplicaciones (API) para conectar aplicaciones informáticas y aplicaciones de inteligencia artificial; Software descargable para su uso como una interfaz de programación de aplicaciones (API) para proporcionar acceso seguro entre aplicaciones informáticas y aplicaciones de inteligencia artificial; Kits de desarrollo de software (SDK) para la integración de aplicaciones informáticas con pasarelas de seguridad, vigilancia y gobernanza para aplicaciones de inteligencia artificial generativa y modelos de lenguaje grandes; Software informático descargable y grabado para aplicar políticas de uso, medidas de protección, límites de velocidad, cuotas y controles de acceso aplicables a aplicaciones de inteligencia artificial generativa y modelos de lenguaje grandes; Software para automatizar auditorías de certificación y normativas; Software para automatizar el procesamiento de respuestas a cuestionarios sobre el cumplimiento del cliente. Desarrollo de software de automatización del cumplimiento normativo; Comprobación de software de automatización del cumplimiento normativo; Implementación de software de automatización del cumplimiento normativo; Servicios de mantenimiento de software de automatización del cumplimiento normativo; Mejora de software de automatización del cumplimiento normativo; Desarrollo de software de auditoría del cumplimiento normativo de terceros; Desarrollo de software de supervisión del cumplimiento normativo; Desarrollo de software para gestionar múltiples normas que cubren el marco de cumplimiento normativo unificado; Desarrollo de software para automatizar auditorías de certificación y normativas; Desarrollo de software para automatizar el procesamiento de respuestas a cuestionarios sobre el cumplimiento del cliente; Servicios de mantenimiento en relación con software de supervisión del cumplimiento normativo de terceros; Servicios de mantenimiento en relación con software de supervisión del cumplimiento normativo; Servicios de mantenimiento en relación con software para gestionar múltiples normas que cubren el marco de cumplimiento unificado; Servicios de mantenimiento en relación con software para automatizar auditorías de certificación y normativas; Servicios de mantenimiento de software para automatizar el procesamiento de respuestas a cuestionarios sobre el cumplimiento del cliente; Mejora de software de auditoría del cumplimiento normativo de terceros; Mejora de software de supervisión del cumplimiento normativo; Mejora de software para gestionar múltiples normas que cubren el marco unificado de cumplimiento normativo; Mejora de software para automatizar auditorías de certificación y normativas; Mejora de software para automatizar el procesamiento de respuestas a cuestionarios sobre el cumplimiento de clientes; Suministro de uso temporal de software no descargable en línea que utiliza inteligencia artificial para controlar herramientas de software; Servicios informáticos y de tecnología de la información para la detección de accesos no autorizados a datos e información; Servicios de detección y respuesta a incidentes basados en inteligencia artificial; Desarrollo de software de inteligencia artificial para la gobernanza de la inteligencia artificial; Software como servicio [SaaS] para visualizar, analizar, investigar, señalar, realizar el seguimiento, medir, puntuar, comparar y monitorizar aplicaciones de inteligencia artificial generativa y modelos de lenguaje grandes; Software como servicio [SaaS] para conectar aplicaciones informáticas y aplicaciones de inteligencia artificial; Software como servicio [SaaS] para controlar el intercambio de comunicaciones entre aplicaciones informáticas y aplicaciones de inteligencia artificial; Plataforma como servicio [PaaS] para proporcionar el acceso entre aplicaciones informáticas y aplicaciones de inteligencia artificial; Plataforma como servicio [PaaS] para conectar aplicaciones informáticas y aplicaciones de inteligencia artificial; Plataforma como servicio [PaaS] para controlar el intercambio de comunicaciones entre aplicaciones informáticas y aplicaciones de inteligencia artificial.

Produits et services

Software relacionado con la inteligencia artificial y el aprendizaje de máquinas; Software de reconocimiento de lenguaje; Software de reconocimiento de voz; Software interactivo basado en inteligencia artificial; Software descargable de ordenador que utiliza inteligencia artificial para generar imágenes a partir de texto; Software descargable para su uso como una interfaz de programación de aplicaciones (API); Software informático descargable en forma de modelo de inteligencia artificial; Programas informáticos descargables y software informático descargable para el procesamiento, la generación, la comprensión y el análisis del lenguaje natural; Software informático descargable que utiliza grandes modelos lingüísticos [LLM] para simular conversaciones naturales y responder a consultas de usuarios; Aplicaciones de software para su uso en inteligencia artificial; Programas informáticos descargables y software descargable para procesar, generar, comprender y analizar el lenguaje natural. Inteligencia artificial como servicio [IAaaS]; Plataformas para inteligencia artificial como software en forma de servicio [SaaS]; Suministro de programas informáticos de inteligencia artificial en redes de datos; Puesta a disposición para uso temporal de software no descargable para el procesamiento del lenguaje natural [PLN]; Software como servicio [SaaS] que ofrece software que utiliza inteligencia artificial generativa y grandes modelos de lenguaje [LLM]; Servicios de proveedor de servicios de aplicaciones que ofrecen software de interfaz de programación de aplicaciones [API] para acceder e interactuar con grandes modelos de lenguaje [LLM]; Software como servicio [SaaS] que ofrece software de inteligencia artificial generativa; Puesta a disposición para uso temporal de plataformas de software de inteligencia artificial, aprendizaje automático e inteligencia artificial generativa.

Produits et services

Software as a service (SAAS) services featuring software for controlling, communicating with, and operating edge computing devices; Software as a service (SAAS) services featuring software for controlling, communicating with, and operating edge computing devices and other computing devices with locally installed generative artificial intelligence models, large language models (LLMs), and artificial intelligence models; Software as a service (SAAS) services featuring software for controlling, communicating with, and operating artificially intelligent edge computing devices and other artificially intelligent computing devices; Software as a service (SAAS) services featuring software for enabling edge computing devices and other computing devices to access, use, and interact with generative artificial intelligence models, large language models (LLMs), and artificial intelligence models; Software as a service (SAAS) services featuring software for providing accessibility for edge computing devices and other computing devices to generative artificial intelligence models, large language models (LLMs), and artificial intelligence models

Produits et services

Downloadable software for downloading, running, and interacting with artificial intelligence models, generative artificial intelligence models, large language models (LLMs), and artificial intelligence models optimized for local, on-device, and edge computing device operation; Downloadable software enabling access and interaction with remote application programming interface (API)-based artificial intelligence models; Downloadable software for routing user queries between on-device artificial intelligence models and remote application programming interface (API)-based artificial intelligence models; Downloadable artificial intelligence model software and compressed artificial intelligence model software optimized for local, on-device, and edge computing device operation for natural language processing, generation, understanding, and analysis; Downloadable artificial intelligence software for enabling access to generative artificial intelligence models; Downloadable software, namely, artificial intelligence software and compressed artificial intelligence software for natural language processing, generation, understanding, and analysis; Downloadable software for natural language processing, generation, understanding, and analysis; Downloadable artificial intelligence software, namely, software for enabling access to generative artificial intelligence models for natural language generation, understanding, and analysis; Downloadable artificial intelligence software, namely, software for enabling access to large language models for natural language processing, generation, understanding, and analysis; Downloadable artificial intelligence software for enabling access to large language models; Downloadable artificial intelligence software for natural language processing, generation, understanding, and analysis; Downloadable software using generative artificial intelligence for natural language processing, generation, understanding, and analysis; Downloadable large language model software for natural language processing, generation, understanding, and analysis; Downloadable generative artificial intelligence software using large language models (LLMs) for natural language processing, generation, understanding, and analysis; Downloadable application programming interface (API) software; Downloadable machine learning software for natural language processing, generation, understanding, and analysis; Downloadable computer programs and downloadable computer software for creating and generating text; Downloadable software for converting natural language into machine executable commands; Downloadable large language model software and generative artificial intelligence software for natural language processing, generation, understanding, and analysis, optimized for use on edge computing devices; Downloadable application programming interface (API) software optimized for use on edge computing devices

Abrégé

A computer-implemented method for performing computational optimization in machine learning and data science involves a system equipped with at least one processor and memory. This method encompasses storing vectors, defining vector-scalar multiplication, and configuring the processor to operate as an annealer. Key steps include transforming a multi-variable binary function into a matrix product state (MPS) format, constructing the MPS with a specific bond dimension, and decomposing vectors for optimal efficiency. The method employs a maximal bond dimension for the tensor train, determining its final state, and utilizes tensor network compression techniques to compress the matrix product state. It addresses Quadratic Unconstrained Binary Optimization (QUBO), frequently used in machine learning, to optimize binary functions. Additionally, the system includes a computer program product and a computer-readable data carrier for executing this method, providing a robust framework for annealing tasks and optimization using memory and processor configurations designed for matrix product state representation and compression.

Classes IPC  ?

• G06N 5/01 - Techniques de recherche dynamiqueHeuristiquesArbres dynamiquesSéparation et évaluation
• G06N 10/60 - Algorithmes quantiques, p. ex. fondés sur l'optimisation quantique ou les transformées quantiques de Fourier ou de Hadamard
• G06N 3/045 - Combinaisons de réseaux

Abrégé

A method comprising: processing an instruction to modify a trained artificial intelligence, AI, system, the AI system being configured to provide at least one output based on an input dataset, the trained AI system having the form of a tensor network, the instruction comprising adding a first dataset in the AI system and/or removing a second dataset from the AI system; and running the instruction on the trained AI system, which comprises: when the instruction at least comprises adding the first dataset, encoding data values of the first dataset in one or more tensors of the trained AI system associated with values of the first dataset; and when the instruction at least comprises removing the second dataset, setting to zero values associated with data values or relationships of the second dataset in one or more tensors of the trained AI system associated with values of the second dataset, or removing the one or more tensors associated with values of the second dataset from the AI system. Also, an apparatus, a system and a computer program associated with the method.

Classes IPC  ?

• G06N 3/082 - Méthodes d'apprentissage modifiant l’architecture, p. ex. par ajout, suppression ou mise sous silence de nœuds ou de connexions
• G06N 3/045 - Combinaisons de réseaux

Abrégé

A device for editing large language models and multimodal AI models. The device includes a memory medium that stores the data and/or dataset of the model, a control unit that is configured to process the data within modules and according to requests and pre-defined configuration parameters from a user and/or client which communicates with the device with at least one communication unit to provide at least one output based on an input data; and runs the instruction on the trained AI model. The device includes a compression module, a lobotomization module and an inception module and at least one of the modules is configured to identify layers of the trained model with the weight matrices; and decomposing the weight matrices of the trained model into a tensor network structure. The device also includes an integration module that provides connection and data transfer between external systems and platforms and the device.

Classes IPC  ?

• G06F 16/3329 - Formulation de requêtes en langage naturel

Produits et services

Downloadable software; recorded software; artificial intelligence software; downloadable software for generative artificial intelligence; downloadable and recorded software for large language models (LLM); downloadable software for developing language models using generative artificial intelligence; downloadable software relating to artificial intelligence and machine learning; downloadable software for use as an application programming interface (API); software related to artificial intelligence and machine learning; downloadable computer programs and downloadable software for processing, generating, understanding and analyzing natural language; downloadable computer programs and downloadable software for creating and generating text; software for converting natural language into machine-executable commands. Software as a Service [SaaS]; Artificial Intelligence as a Service [AIaaS]; providing artificial-intelligence computer programs on data networks; platforms for artificial intelligence as software in the form of a service [SaaS]; Software as a Service [SaaS] featuring software platforms for artificial intelligence; development of software; software engineering; software engineering services; custom design of computer software.

Abrégé

A computer-implemented method for performing computational optimization in machine learning and data science involves a system equipped with at least one processor and memory. This method encompasses storing vectors, defining vector-scalar multiplication, and configuring the processor to operate as an annealer. Key steps include transforming a multi-variable binary function into a matrix product state (MPS) format, constructing the MPS with a specific bond dimension, and decomposing vectors for optimal efficiency. The method employs a maximal bond dimension for the tensor train, determining its final state, and utilizes tensor network compression techniques to compress the matrix product state. It addresses Quadratic Unconstrained Binary Optimization, frequently used in machine learning, to optimize binary functions. The system includes a computer program product and a computer-readable data carrier for executing this method, providing a robust framework for annealing tasks and optimization using memory and processor configurations designed for matrix product state representation and compression.

Classes IPC  ?

• G06F 17/16 - Calcul de matrice ou de vecteur
• G06F 17/11 - Opérations mathématiques complexes pour la résolution d'équations

Abrégé

A method for generating candidates of amino acid sequences of epitopes, the method includes the following steps: executing, in one or more processing devices, a neural network for generating candidates of sequences of epitopes, the neural network being a result of fine-tuning a neural network trained for generating amino acid sequences, wherein the training has been performed with data of amino acid sequences having amino acid sequences of non-epitopes, and the fine-tuning has been performed with data of amino acid sequences of epitopes.

Classes IPC  ?

• G16B 15/30 - Ciblage de médicament à l’aide de données structurellesPrévision d’amarrage ou de liaison moléculaire
• G16B 40/20 - Analyse de données supervisée

Abrégé

A method comprising: processing an instruction to modify a trained artificial intelligence, AI, system, the trained AI system having the form of a tensor network, the instruction comprising adding a first dataset in the AI system and/or removing a second dataset from the AI system; and running the instruction on the trained AI system. When the instruction comprises adding the first dataset, encoding data values of the first dataset in one or more tensors of the trained AI system associated with values of the first dataset. When the instruction comprises removing the second dataset, setting to zero values associated with data values or relationships of the second dataset in one or more tensors of the trained AI system associated with values of the second dataset, or removing the one or more tensors associated with values of the second dataset from the AI system.

Classes IPC  ?

• G06N 3/08 - Méthodes d'apprentissage

Abrégé

A computer-implemented method for recovering a plaintext is disclosed. The plaintext (300) comprises a variable string (320). The method comprises constructing (S2) a tensor network (500) representing the variable string (320), optimizing (270) the tensor network (500), generating (S3), in a hash function generator (350), a candidate hash (370) based on the output of the tensor network (330), determining (S4) an overlap (390) between the candidate hash (370) and a reference ciphertext (380); and on reaching a zero-overlap value, determining the variable string (320), otherwise optimising the tensor network (500).

Classes IPC  ?

• H04L 9/06 - Dispositions pour les communications secrètes ou protégéesProtocoles réseaux de sécurité l'appareil de chiffrement utilisant des registres à décalage ou des mémoires pour le codage par blocs, p. ex. système DES

Abrégé

The present invention proposes a computer implemented method and system for determining a cryptographic key. The method comprises constructing a tensor network with parameters representing a candidate cryptographic key; adjusting the parameters of the tensor network; generating a candidate key sample and obtaining a candidate ciphertext obtained with the candidate cryptographic key; calculating a cost function with respect to a target ciphertext, measuring an overlap between the target ciphertext and the candidate ciphertext, determining whether the overlap has reached a threshold value. If threshold value is not reached, repeating the method by further adjusting the parameters of the tensor network, if the threshold value is reached, determining that the candidate cryptographic key is the cryptographic key.

Classes IPC  ?

• H04L 9/08 - Répartition de clés

Abrégé

A computer-implemented method for training a machine learning model using a training dataset having a set of distributional parameters θ is disclosed. The method comprises selecting a subset from the training dataset, calculating a gradient of the subset by encoding a cost function representative of the gradient into a quantum circuit, amplifying the amplitude of the quantum circuit, constructing a likelihood function, and minimising the cost function in a variational quantum circuit to optimise the distributional parameters, extracting the optimised distributional parameters, and entering the optimised distributional parameters into the machine learning model.

Classes IPC  ?

• G06N 10/60 - Algorithmes quantiques, p. ex. fondés sur l'optimisation quantique ou les transformées quantiques de Fourier ou de Hadamard

Abrégé

The disclosure relates to a quantum computing system comprising: a reservoir of quantum computational units, wherein the quantum computational units are disposed in a non-lattice computational arrangement; means for computationally manipulating quantum computational units of the reservoir; means for enabling computational interaction between at least two quantum computational units computationally manipulated; and a measurement means for measuring a quantum property of at least one of the at least two quantum computational units after said computational interaction.

Classes IPC  ?

• G06N 10/40 - Réalisations ou architectures physiques de processeurs ou de composants quantiques pour la manipulation de qubits, p. ex. couplage ou commande de qubit
• G06N 10/20 - Modèles d’informatique quantique, p. ex. circuits quantiques ou ordinateurs quantiques universels

Abrégé

The disclosure relates to a quantum computing system comprising: a reservoir (101, 201) of quantum computational units (202, 203, 801), wherein the quantum computational units (202, 203, 801) are disposed in a non-lattice computational arrangement; means for computationally manipulating quantum computational units (202, 203, 801) of the reservoir (101, 201); means for enabling computational interaction between at least two quantum computational units (202, 203, 801) computationally manipulated; and a measurement means (105, 601) for measuring a quantum property of at least one of the at least two quantum computational units (202, 203, 801) after said computational interaction.

Classes IPC  ?

• G06N 10/20 - Modèles d’informatique quantique, p. ex. circuits quantiques ou ordinateurs quantiques universels
• G06N 10/40 - Réalisations ou architectures physiques de processeurs ou de composants quantiques pour la manipulation de qubits, p. ex. couplage ou commande de qubit
• G06N 3/044 - Réseaux récurrents, p. ex. réseaux de Hopfield
• G06N 10/60 - Algorithmes quantiques, p. ex. fondés sur l'optimisation quantique ou les transformées quantiques de Fourier ou de Hadamard

Abrégé

A computer-implemented method for simulating and analyzing material deformations with principles of linear elasticity, comprising: splitting material properties of a material into pieces; decomposition of the geometry into simple domains and computing mesh-grid tensors for all dimensions for specifying a corresponding coordinate with a defining mesh-grid function; using the mesh-grid tensors for each simple domains that are defined for all available dimensions to compute components of a Jacobian, and mapping a reference element into a small element of each simple domain to compute the components all at once; processing stress and strain fields of the material, external forces applied thereto and test function equations over local elements through the Jacobian components; assembling stiffness TN-operators and mass TN-operators for each simple domain; stitching the stiffness TN-operators and the mass TN-operators together for enforcing continuity over interfaces; and applying a mass TN-operator to a predefined external force TN-vector.

Classes IPC  ?

• G06F 30/23 - Optimisation, vérification ou simulation de l’objet conçu utilisant les méthodes des éléments finis [MEF] ou les méthodes à différences finies [MDF]

Abrégé

A computer-implemented method for simulating and analyzing material deformations with principles of linear elasticity; the method includes: decomposition of a geometry into multiple simple domains and computing mesh-grid tensor as TN-vectors for all dimensions for specifying the corresponding coordinate with defining mesh-grid function for any given input in mesh-grid tensors; using mesh-grid tensors for each simple domains that defined for all available dimensions; computing the components of the Jacobian and determinant of the Jacobian of the element transformation and mapping the reference element into small element of each simple domain to compute them all at once with using TN-operations; processing stress and strain fields within the material, forces applied to the material and test function equations that defined on the storage medium over local elements for the stiffness and mass matrices through the Jacobian components that computed in a previous step; assembling the stiffness TN-operators and the mass TN- operators for each simple domain; stitching the stiffness TN-operators and the mass TN- operators together for enforcing continuity over interfaces; applying mass TN-operator unit to external force TN-vector.

Classes IPC  ?

• G06F 30/23 - Optimisation, vérification ou simulation de l’objet conçu utilisant les méthodes des éléments finis [MEF] ou les méthodes à différences finies [MDF]
• G06F 111/10 - Modélisation numérique

Abrégé

The present disclosure pertains to a computer-implemented method for generating synthetic data. The method comprises: providing a tensor network including a plurality of tensors and a training dataset including at least one training data string; training the tensor network with respect to the training dataset by gradient descent, comprising the following steps: determining a tensor network gradient from the tensor network, the tensor network gradient being evaluated using the training dataset; applying noise to the tensor network gradient; and adjusting the tensor network based on the tensor network gradient. The method further comprises generating, from the tensor network, synthetic data including a synthetic data string. Each component to be sampled of the synthetic data string is generated according to a sample probability which is a marginal probability for the component or a conditional probability conditioned on at least one value of a further component of the synthetic data string; and at least one of determining the marginal probability and determining the conditional probability comprises separating, for the component, a corresponding partial tensor network from the tensor network and determining a squared norm of the corresponding partial tensor network. Further, a data processing system, a computer program product, and a computer-readable medium are disclosed.

Classes IPC  ?

• G06N 3/042 - Réseaux neuronaux fondés sur la connaissanceReprésentations logiques de réseaux neuronaux
• G06N 3/047 - Réseaux probabilistes ou stochastiques
• G06N 3/0475 - Réseaux génératifs
• G06N 3/088 - Apprentissage non supervisé, p. ex. apprentissage compétitif
• G06N 10/60 - Algorithmes quantiques, p. ex. fondés sur l'optimisation quantique ou les transformées quantiques de Fourier ou de Hadamard

Abrégé

The method enhances computational efficiency and performance of large language models (LLMs) through hybrid classical-quantum processing. The method involves a classical computer receiving an input for processing by a selected LLM comprising deep self-attention and multilayer perceptron layers and decomposing the LLM's weight matrices into a first Matrix Product Operator (MPO). The classical computer identifies one or more disentanglers which factorize the MPO into a non-unitary tensor network and a set of unitary subcomponents. The non-unitary tensor network enables compression by localizing quantum correlations. The unitary subcomponents correspond to first and second variational quantum circuits, configured to run sequentially on a quantum computer. The execution of the second quantum circuit is conditioned on both the measurements of the first quantum circuit and outputs from the tensor network, enabling enhanced correlation capture and efficient model representation.

Classes IPC  ?

• G06N 3/09 - Apprentissage supervisé
• G06F 17/16 - Calcul de matrice ou de vecteur
• G06N 10/20 - Modèles d’informatique quantique, p. ex. circuits quantiques ou ordinateurs quantiques universels
• G06N 10/60 - Algorithmes quantiques, p. ex. fondés sur l'optimisation quantique ou les transformées quantiques de Fourier ou de Hadamard

Produits et services

Downloadable artificial intelligence software for natural language, multiformat data, and multiformat media processing, generation, understanding, and analysis; Recorded artificial intelligence software for natural language, multiformat data, and multiformat media processing, generation, understanding, and analysis; Downloadable and recorded artificial intelligence software for enabling access to generative artificial intelligence models; Downloadable and recorded artificial intelligence software for enabling access to large language models; Downloadable and recorded artificial intelligence software, namely, generative artificial intelligence models for natural language, multiformat data, and multiformat media processing, generation, understanding, and analysis; Downloadable and recorded artificial intelligence software, namely, large language models for natural language, multiformat data, and multiformat media processing, generation, understanding, and analysis; Downloadable and recorded artificial intelligence software for natural language, multiformat data, and multiformat media processing, generation, understanding, and analysis; Downloadable software for providing generative artificial intelligence; Downloadable and recorded software for large language models for natural language, multiformat data, and multiformat media processing, generation, understanding, and analysis; Downloadable artificial intelligence software for providing language models using generative artificial intelligence; Downloadable computer software using machine learning and artificial intelligence for natural language, multiformat data, and multiformat media processing, generation, understanding, and analysis; Downloadable artificial intelligence software for use as an application programming interface (API); Downloadable and recorded artificial intelligence software using machine learning for natural language, multiformat data, and multiformat media processing, generation, understanding, and analysis; Downloadable artificial intelligence software, namely, computer programs and downloadable computer software for natural language, multiformat data, and multiformat media processing, generation, understanding and analysis; Downloadable artificial intelligence software, namely, computer programs and downloadable computer software for creating and generating text and multiformat media; Downloadable and recorded artificial intelligence software for converting natural language, multiformat data, and multiformat media into machine executable commands; Downloadable artificial intelligence software, namely, mobile applications for natural language, multiformat data, and multiformat media processing, generation, understanding, and analysis; Downloadable artificial intelligence software, namely, mobile applications for enabling access to generative artificial intelligence models and large language models; Downloadable artificial intelligence software, namely, mobile applications for providing generative artificial intelligence; Downloadable artificial intelligence software, namely, mobile applications for providing language models using generative artificial intelligence; Downloadable artificial intelligence software, namely, mobile applications for use as an application programming interface (API); Downloadable artificial intelligence software, namely, mobile applications for converting natural language, multiformat data, and multiformat media into machine executable commands Software as a service (SaaS) featuring software for artificial intelligence, namely, for natural language, multiformat data, and multiformat media processing, generation, understanding, and analysis; Artificial intelligence as a service (AIaaS), namely, generative artificial intelligence models; Artificial intelligence as a service (AIaaS), namely, large language models; Artificial intelligence as a service (AIaaS), namely, artificial intelligence models for natural language, multiformat data, and multiformat media processing, generation, understanding, and analysis; Providing online non-downloadable artificial intelligence computer programs on data networks for natural language, multiformat data, and multiformat media processing, generation, understanding, and analysis; Platform for artificial intelligence as software as a service (SaaS) services featuring software platforms for natural language, multiformat data, and multiformat media processing, generation, understanding, and analysis; Software as a service (SaaS) featuring computer software platforms for artificial intelligence for natural language, multiformat data, and multiformat media processing, generation, understanding, and analysis

Produits et services

Downloadable software; recorded software; artificial intelligence software; downloadable software for generative artificial intelligence; downloadable and recorded software for large language models (LLM); downloadable software for developing language models using generative artificial intelligence; downloadable software relating to artificial intelligence and machine learning; downloadable software for use as an application programming interface (API); software related to artificial intelligence and machine learning; downloadable computer programs and downloadable software for processing, generating, understanding and analyzing natural language; downloadable computer programs and downloadable software for creating and generating text; software for converting natural language into machine-executable commands. Software as a Service [SaaS]; Artificial Intelligence as a Service [AIaaS]; providing artificial-intelligence computer programs on data networks; platforms for artificial intelligence as software in the form of a service [SaaS]; Software as a Service [SaaS] featuring software platforms for artificial intelligence; development of software; software engineering; software engineering services; custom design of computer software.

Produits et services

Downloadable software; recorded software; artificial intelligence software; downloadable software for generative artificial intelligence; downloadable and recorded software for large language models (LLM); downloadable software for developing language models using generative artificial intelligence; downloadable software relating to artificial intelligence and machine learning; downloadable software for use as an application programming interface (API); software related to artificial intelligence and machine learning; downloadable computer programs and downloadable software for processing, generating, understanding and analyzing natural language; downloadable computer programs and downloadable software for creating and generating text; software for converting natural language into machine-executable commands. Software as a Service [SaaS]; platform as a service [PaaS]; Artificial Intelligence as a Service [AIaaS]; providing artificial-intelligence computer programs on data networks; platforms for artificial intelligence as software in the form of a service [SaaS]; Software as a Service [SaaS] featuring software platforms for artificial intelligence; development of software; software engineering; software engineering services; custom design of computer software.

Produits et services

Downloadable software; recorded software; artificial intelligence software; downloadable software for generative artificial intelligence; downloadable and recorded software for large language models (LLM); downloadable software for developing language models using generative artificial intelligence; downloadable software relating to artificial intelligence and machine learning; downloadable software for use as an application programming interface (API); software related to artificial intelligence and machine learning; downloadable computer programs and downloadable software for processing, generating, understanding and analyzing natural language; downloadable computer programs and downloadable software for creating and generating text; software for converting natural language into machine-executable commands.

Produits et services

Downloadable software; recorded software; artificial intelligence software; downloadable software for generative artificial intelligence; downloadable and recorded software for large language models (LLM); downloadable software for developing language models using generative artificial intelligence; downloadable software relating to artificial intelligence and machine learning; downloadable software for use as an application programming interface (API); software related to artificial intelligence and machine learning; downloadable computer programs and downloadable software for processing, generating, understanding and analyzing natural language; downloadable computer programs and downloadable software for creating and generating text; software for converting natural language into machine-executable commands. Software as a Service [SaaS]; Artificial Intelligence as a Service [AIaaS]; providing artificial-intelligence computer programs on data networks; platforms for artificial intelligence as software in the form of a service [SaaS]; Software as a Service [SaaS] featuring software platforms for artificial intelligence; development of software; software engineering; software engineering services; custom design of computer software.

Produits et services

(1) Downloadable software; recorded software; artificial intelligence software; downloadable software for generative artificial intelligence; downloadable and recorded software for large language models (LLM); downloadable software for developing language models using generative artificial intelligence; downloadable software relating to artificial intelligence and machine learning; downloadable software for use as an application programming interface (API); software related to artificial intelligence and machine learning; downloadable computer programs and downloadable software for processing, generating, understanding and analyzing natural language; downloadable computer programs and downloadable software for creating and generating text; software for converting natural language into machine-executable commands. (1) Software as a Service [SaaS]; Artificial Intelligence as a Service [AIaaS]; providing artificial-intelligence computer programs on data networks; platforms for artificial intelligence as software in the form of a service [SaaS]; Software as a Service [SaaS] featuring software platforms for artificial intelligence; development of software; software engineering; software engineering services; custom design of computer software.

Produits et services

Downloadable software; recorded software; artificial intelligence software; downloadable software for generative artificial intelligence; downloadable and recorded software for large language models (LLM); downloadable software for developing language models using generative artificial intelligence; downloadable software relating to artificial intelligence and machine learning; downloadable software for use as an application programming interface (API); software relating to artificial intelligence and machine learning; downloadable computer programs and downloadable software for processing, generating, understanding and analyzing natural language; downloadable computer programs and downloadable software for creating and generating text; software for converting natural language into machine-executable commands. Software as a Service [SaaS]; Artificial Intelligence as a Service [AIaaS]; providing artificial-intelligence computer programs on data networks; platforms for artificial intelligence as software in the form of a service [SaaS]; Software as a Service [SaaS] featuring software platforms for artificial intelligence; development of software; software engineering; software engineering services; custom design of computer software.

Produits et services

Downloadable software for natural language, multiformat data, and multiformat media processing, generation, understanding, and analysis; Recorded software for natural language, multiformat data, and multiformat media processing, generation, understanding, and analysis; Downloadable and recorded artificial intelligence software for enabling access to generative artificial intelligence models; Downloadable and recorded artificial intelligence software for enabling access to large language models; Downloadable and recorded artificial intelligence software, namely, generative artificial intelligence models for natural language, multiformat data, and multiformat media processing, generation, understanding, and analysis; Downloadable and recorded artificial intelligence software, namely, large language models for natural language, multiformat data, and multiformat media processing, generation, understanding, and analysis; Downloadable and recorded artificial intelligence software for natural language, multiformat data, and multiformat media processing, generation, understanding, and analysis; Downloadable software for providing generative artificial intelligence; Downloadable and recorded large language model software for natural language, multiformat data, and multiformat media processing, generation, understanding, and analysis; Downloadable software for providing language models using generative artificial intelligence; Downloadable computer software using machine learning and artificial intelligence for natural language, multiformat data, and multiformat media processing, generation, understanding, and analysis; Downloadable software for use as an application programming interface (API); Downloadable and recorded artificial intelligence and machine learning software for natural language, multiformat data, and multiformat media processing, generation, understanding, and analysis; Downloadable computer programs and downloadable computer software for natural language, multiformat data, and multiformat media processing, generation, understanding and analysis; Downloadable computer programs and downloadable computer software for creating and generating text and multiformat media; Downloadable and recorded software for converting natural language, multiformat data, and multiformat media into machine executable commands; Downloadable mobile applications for natural language, multiformat data, and multiformat media processing, generation, understanding, and analysis; Downloadable mobile applications for enabling access to generative artificial intelligence models and large language models; Downloadable mobile applications for providing generative artificial intelligence; Downloadable mobile applications for providing language models using generative artificial intelligence; Downloadable mobile applications for use as an application programming interface (API); Downloadable mobile applications for converting natural language, multiformat data, and multiformat media into machine executable commands Software as a service (SaaS) featuring software for natural language, multiformat data, and multiformat media processing, generation, understanding, and analysis; Artificial intelligence as a service (AIaaS), namely, generative artificial intelligence models; Artificial intelligence as a service (AIaaS), namely, large language models; Artificial intelligence as a service (AIaaS), namely, artificial intelligence models for natural language, multiformat data, and multiformat media processing, generation, understanding, and analysis; Providing online non-downloadable artificial intelligence computer programs on data networks for natural language, multiformat data, and multiformat media processing, generation, understanding, and analysis; Platform as a service (PAAS) featuring artificial intelligence software platforms for natural language, multiformat data, and multiformat media processing, generation, understanding, and analysis; Software as a service (SaaS) featuring computer software platforms using artificial intelligence for natural language, multiformat data, and multiformat media processing, generation, understanding, and analysis; Software development; Software engineering; Software customization service

Produits et services

Artificial intelligence software; Downloadable generative artificial intelligence software; Downloadable and recorded software for large language models; Downloadable software for developing language models using generative artificial intelligence; Artificial intelligence and machine learning software; Downloadable computer programs and software for creating and generating text; Software converters of natural language into machine executable commands; Downloadable computer software for generating images from text using artificial intelligence; Speech recognition software; Artificial intelligence software for analysis; Interactive software based on artificial intelligence; Software for the integration of artificial intelligence and machine learning in the field of Big Data; Computer software applications for use in artificial intelligence; Downloadable artificial intelligence software for data models; Computer systems and hardware for artificial intelligence and machine learning applications; Machine learning software; Computers with artificial intelligence processors; Downloadable and recorded computer software platforms for artificial intelligence and large language models; Downloadable computer software for artificial intelligence inference, data pipelines and AI workload execution; Downloadable software for optimising, compressing and accelerating model performance; Downloadable software for GPU-accelerated computing, namely software for GPU resource allocation, orchestration, scheduling and isolation for artificial intelligence and cloud workloads; Downloadable software for monitoring, managing and governing cloud computing and artificial intelligence infrastructure; Downloadable artificial intelligence software for computational methods; Software for use in the evaluation and analysis of data using computational linguistics; computer programs for the analysis of data processing performance; Data processing software; Image-processing software; Voice recognition software; Computer software, recorded; Downloadable artificial intelligence and machine learning software; Downloadable computer software for use as an application programming interface (API); Downloadable computer programs and downloadable software for processing, generating, understanding and analysing natural language; Software for integrating artificial intelligence and machine learning; Downloadable computer software for managing multi-tenant cloud platforms, including tenant isolation, access control and governance; Cloud computing software; Application software for cloud computing services; Downloadable software for routing user queries between on-device AI models and remote API-based AI models; Downloadable software using artificial intelligence for natural language processing and for generating, analysing and transforming text and data using generative AI models and large language models (LLMs); Downloadable software for downloading, storing, running, managing and interacting with artificial intelligence models on mobile and edge devices, including generative AI models and large language models (LLM), including compressed AI models optimised for local and on-device operation; Downloadable software for accessing and interacting with remote API-based AI models; Downloadable mobile applications for use in running artificial intelligence (AI) software; Computer hardware for use in implementing artificial intelligence applications; Downloadable and recorded artificial intelligence software enabling users to access and use large language models; Interfaces for computers. Artificial intelligence as a service [AIaaS]; Providing artificial intelligence computer programs on data networks; Platforms for artificial intelligence as software as a service [SaaS]; Software as a service [SaaS] services featuring software for machine learning, deep learning and deep neural networks; Research in the field of artificial intelligence technology; Technology consultation in the field of artificial intelligence; Development of computer languages; Updating of software for data processing; Development of artificial intelligence cybersecurity software; Cybersecurity monitoring using artificial intelligence algorithms; Real-time network monitoring using artificial intelligence; Security incident detection and response services using artificial intelligence; Research of software using artificial intelligence, design and development of software using artificial intelligence; Providing temporary use of online non-downloadable software using artificial intelligence for planning software task execution; Providing non-downloadable computer software development tools in the field of artificial intelligence; Software development; Software engineering; Customized design of computer software; Platform as a service [PaaS] featuring artificial intelligence and machine learning software platforms; Providing temporary use of non-downloadable software platforms for artificial intelligence, machine learning and generative artificial intelligence; Cloud computing services, including platform as a service (PaaS) for running and managing artificial intelligence workloads; Providing cloud platforms for large-scale artificial intelligence workloads, including model training, inference and data pipelines; Cloud platform services for GPU-accelerated computing, including providing, allocation, orchestration, scheduling and isolation of GPU resources for artificial intelligence workloads.

Abrégé

The method enhances computational efficiency and performance of large language models (LLMs) through hybrid classical-quantum processing. The method involves a classical computer receiving an input for processing by a selected LLM comprising deep self-attention and multilayer perceptron layers and decomposing the LLM's weight matrices into a first Matrix Product Operator (MPO). The classical computer identifies one or more disentanglers which factorize the MPO into a non-unitary tensor network and a set of unitary subcomponents. The non-unitary tensor network enables compression by localizing quantum correlations. The unitary subcomponents correspond to first and second variational quantum circuits, configured to run sequentially on a quantum computer. The execution of the second quantum circuit is conditioned on both the measurements of the first quantum circuit and outputs from the tensor network, enabling enhanced correlation capture and efficient model representation.

Classes IPC  ?

• G06N 10/60 - Algorithmes quantiques, p. ex. fondés sur l'optimisation quantique ou les transformées quantiques de Fourier ou de Hadamard
• G06N 10/20 - Modèles d’informatique quantique, p. ex. circuits quantiques ou ordinateurs quantiques universels

Abrégé

A computer-implemented method for improving the computational efficiency and performance of large language models (LLMs) within at least one hybrid classical-quantum computation system with involving quantum circuits and tensor networks; and the classical computing device applies disentanglers to decompose the weight matrices of self-attention layers and multilayer perceptron (MLP) layers of a pre-selected large language model (LLM) into an unitary quantum circuits and a non-unitary tensor network for allowing transformation into quantum circuits into quantum gates; and sends this information to at least one quantum computing device within a quantum circuits; and processes non-unitary tensor network with at least one classical computing device and combines both results to reconstruct the large language model; and enlarges the bond dimension of the non-unitary tensor network and the number of layers of the quantum circuits; and optimizes the new parameters variationally in order to improve the accuracy beyond that of the original LLM.

Classes IPC  ?

• G06N 10/60 - Algorithmes quantiques, p. ex. fondés sur l'optimisation quantique ou les transformées quantiques de Fourier ou de Hadamard

Produits et services

Downloadable software for natural language, multiformat data, and multiformat media processing, generation, understanding, and analysis; Recorded software for natural language, multiformat data, and multiformat media processing, generation, understanding, and analysis; Downloadable and recorded artificial intelligence software for enabling access to generative artificial intelligence models; Downloadable and recorded artificial intelligence software for enabling access to large language models; Downloadable and recorded artificial intelligence software, namely, generative artificial intelligence models for natural language, multiformat data, and multiformat media processing, generation, understanding, and analysis; Downloadable and recorded artificial intelligence software, namely, large language models for natural language, multiformat data, and multiformat media processing, generation, understanding, and analysis; Downloadable and recorded artificial intelligence software for natural language, multiformat data, and multiformat media processing, generation, understanding, and analysis; Downloadable software for providing generative artificial intelligence; Downloadable and recorded large language model software for natural language, multiformat data, and multiformat media processing, generation, understanding, and analysis; Downloadable software for providing language models using generative artificial intelligence; Downloadable computer software using machine learning and artificial intelligence for natural language, multiformat data, and multiformat media processing, generation, understanding, and analysis; Downloadable software for use as an application programming interface (API); Downloadable and recorded artificial intelligence and machine learning software for natural language, multiformat data, and multiformat media processing, generation, understanding, and analysis; Downloadable computer programs and downloadable computer software for natural language, multiformat data, and multiformat media processing, generation, understanding and analysis; Downloadable computer programs and downloadable computer software for creating and generating text and multiformat media; Downloadable and recorded software for converting natural language, multiformat data, and multiformat media into machine executable commands; Downloadable mobile applications for natural language, multiformat data, and multiformat media processing, generation, understanding, and analysis; Downloadable mobile applications for enabling access to generative artificial intelligence models and large language models; Downloadable mobile applications for providing generative artificial intelligence; Downloadable mobile applications for providing language models using generative artificial intelligence; Downloadable mobile applications for use as an application programming interface (API); Downloadable mobile applications for converting natural language, multiformat data, and multiformat media into machine executable commands Software as a service (SaaS) featuring software for natural language, multiformat data, and multiformat media processing, generation, understanding, and analysis; Artificial intelligence as a service (AIaaS), namely, generative artificial intelligence models; Artificial intelligence as a service (AIaaS), namely, large language models; Artificial intelligence as a service (AIaaS), namely, artificial intelligence models for natural language, multiformat data, and multiformat media processing, generation, understanding, and analysis; Providing online non-downloadable artificial intelligence computer programs on data networks for natural language, multiformat data, and multiformat media processing, generation, understanding, and analysis; Platform as a service (PAAS) featuring artificial intelligence software platforms for natural language, multiformat data, and multiformat media processing, generation, understanding, and analysis; Software as a service (SaaS) featuring computer software platforms using artificial intelligence for natural language, multiformat data, and multiformat media processing, generation, understanding, and analysis; Software development; Software engineering; Software engineering services; Software customization service

Abrégé

A computer implemented method for solving a classical optimization problem of integer factorization implemented on a digital computer system is described. The method is implemented on a classical processor adapted to execute a time evolving block decimation algorithm. The method comprises in a first step an inputting a lattice basis and a target lattice vector to an input device of the classical processor followed by an implementing a lattice basis reduction algorithm on the lattice basis in an implementation module, thereby obtaining a reduced orthogonal lattice basis. The method further comprises a projecting the target lattice vector on the reduced orthogonal lattice basis followed by a building a closest vector to the target lattice vector and optimizing the closest vector using a tropical time-evolving block decimation algorithm by the classical processor and finally outputting an integer vector.

Classes IPC  ?

• G06F 17/16 - Calcul de matrice ou de vecteur

Abrégé

A computer-implemented method for improving the computational efficiency and performance of large language models (LLMs) within at least one hybrid classical-quantum computation system with involving quantum circuits and tensor networks; and the classical computing device applies disentanglers to decompose the weight matrices of self-attention layers and multilayer perceptron (MLP) layers of a pre-selected large language model (LLM) into an unitary quantum circuits and a non-unitary tensor network for allowing transformation into quantum circuits into quantum gates; and sends this information to at least one quantum computing device within a quantum circuits; and processes non-unitary tensor network with at least one classical computing device and combines both results to reconstruct the large language model; and enlarges the bond dimension of the non-unitary tensor network and the number of layers of the quantum circuits; and optimizes the new parameters variationally in order to improve the accuracy beyond that of the original LLM.

Classes IPC  ?

• G06N 3/09 - Apprentissage supervisé
• G06N 3/096 - Apprentissage par transfert
• G06N 10/20 - Modèles d’informatique quantique, p. ex. circuits quantiques ou ordinateurs quantiques universels
• G06N 10/40 - Réalisations ou architectures physiques de processeurs ou de composants quantiques pour la manipulation de qubits, p. ex. couplage ou commande de qubit

Abrégé

A method for modifying a quantum neural network, comprising: identifying via computer means information that needs to be erased from a trained quantum neural network; localizing via the computer means the identified information in the trained quantum neural network; erasing via the computer means the identified information from the trained quantum neural network without erasing from the trained quantum neural network other information that needs not to be erased; compressing via the computer means the quantum neural network which results when the identified information has been erased. Also, a system.

Classes IPC  ?

• G06N 10/60 - Algorithmes quantiques, p. ex. fondés sur l'optimisation quantique ou les transformées quantiques de Fourier ou de Hadamard
• G06N 10/20 - Modèles d’informatique quantique, p. ex. circuits quantiques ou ordinateurs quantiques universels
• G06N 3/082 - Méthodes d'apprentissage modifiant l’architecture, p. ex. par ajout, suppression ou mise sous silence de nœuds ou de connexions
• G06N 3/09 - Apprentissage supervisé
• G06N 10/40 - Réalisations ou architectures physiques de processeurs ou de composants quantiques pour la manipulation de qubits, p. ex. couplage ou commande de qubit
• G06N 3/0455 - Réseaux auto-encodeursRéseaux encodeurs-décodeurs
• G06N 3/0464 - Réseaux convolutifs [CNN, ConvNet]
• G06N 3/0475 - Réseaux génératifs
• G06N 3/0495 - Réseaux quantifiésRéseaux parcimonieuxRéseaux compressés

Abrégé

A method for modifying a quantum neural network includes the steps of: identifying via a computer information that needs to be erased from a trained quantum neural network; localizing via the computer the identified information in the trained quantum neural network; erasing via the computer the identified information from the trained quantum neural network without erasing from the trained quantum neural network other information that needs not to be erased; and compressing via the computer the quantum neural network which results when the identified information has been erased. A system including similar components is related.

Classes IPC  ?

• G06N 10/60 - Algorithmes quantiques, p. ex. fondés sur l'optimisation quantique ou les transformées quantiques de Fourier ou de Hadamard
• G06N 3/0495 - Réseaux quantifiésRéseaux parcimonieuxRéseaux compressés

Abrégé

A computer-implemented method and an apparatus for automatic modulation recognition that enables the detection and identification of modulation schemes in received raw signals with a signal receiving unit without prior information about the raw signal detail, comprising a computing unit configured to transform received raw signals from time domain to frequency domain including the noise in the signal with segmenting the signal and computing its modulation in multiple image with the spectrogram extraction process in order to capture temporal dependencies and sequential information by treating the raw signals as images; augmentation of the data for increasing the dataset size for increasing the accuracy with the limited data; training the data for enabling the network to learn spatiotemporal relationships based on a signal-to-noise ratio level; applying the data to one algorithm of two, which are convolutional neural network and convolutional neural network long short-term memory network hybrid algorithm.

Classes IPC  ?

• H04B 17/391 - Modélisation du canal de propagation
• H04B 17/23 - Moyens d’indication, p. ex. affichages, alarmes ou moyens audibles

Abrégé

The present invention proposes a system and method of reducing a footprint of a predictive computational model, and a method of predicting a protein structure using such a method of reducing footprint of the predictive model. The method of reducing a footprint of a predictive computational model comprises compressing the predictive computational model to come up with a compressed model, using a model compressor based on advanced network structures, and retraining the compressed model to adjust the compressed model and thereby produce an optimised predictive computational model with a reduced footprint.

Classes IPC  ?

• G16B 15/20 - Repliement de protéines ou de domaines
• G16B 40/20 - Analyse de données supervisée
• G06N 10/00 - Informatique quantique, c.-à-d. traitement de l’information fondé sur des phénomènes de mécanique quantique

Abrégé

A computer-implemented method for an encryption for secure communication between devices during quantum annealing or QUBO-based routines, which are executed on a quantum device with configurations determined or supported by at least one classical computing device, wherein the encryption and decryption of data are managed by the classical computing device, the method characterized by within a QUBO based routine that includes set of pre-trained weak learners that provide output for test values and weight adjustment process for these weak learners and after the discretized to model it as a QUBO; using different encoding depths for different weights with the assigning the weights randomly according to the correlation in between the weak learners with the registration of this encoding information; shuffling the order of the variables randomly with the registering this order information; converting the QUBO matrix, which is stored in at least one storage medium and generating a string which includes two different number whose length matches the solution space dimensionality and registering the strings with spin flipping these numbers; decryption of the data which is received from at least one quantum device with encrypted by classical computing device before the transfer procedure with using encoding information, order information, spin flipped result, combination order information or suitable combination of them according to the encryption.

Classes IPC  ?

• G06F 21/60 - Protection de données
• G06N 3/08 - Méthodes d'apprentissage
• G06N 10/00 - Informatique quantique, c.-à-d. traitement de l’information fondé sur des phénomènes de mécanique quantique
• G06N 20/00 - Apprentissage automatique
• H04L 9/00 - Dispositions pour les communications secrètes ou protégéesProtocoles réseaux de sécurité
• H04L 9/06 - Dispositions pour les communications secrètes ou protégéesProtocoles réseaux de sécurité l'appareil de chiffrement utilisant des registres à décalage ou des mémoires pour le codage par blocs, p. ex. système DES
• H04L 9/40 - Protocoles réseaux de sécurité
• G06N 10/60 - Algorithmes quantiques, p. ex. fondés sur l'optimisation quantique ou les transformées quantiques de Fourier ou de Hadamard

Abrégé

The methods, apparatuses and systems involve simulating a quantum computer by generating a dynamic tensor network according to a structure of a quantum circuit to be simulated. The method comprises: reading two-qubit terms of the quantum circuit; providing a two-qubit gate for each read two-qubit term thereby providing a tensor per qubit, and a connecting tensor index for the two tensors; shortening the connecting tensor index by using a value decomposition and keeping a predetermined number D of largest values; removing at least as many connecting tensor indices as needed to reduce the number of connecting tensor indices down to a predetermined threshold M if the number exceeds M.

Classes IPC  ?

• G06N 10/20 - Modèles d’informatique quantique, p. ex. circuits quantiques ou ordinateurs quantiques universels
• G06N 10/60 - Algorithmes quantiques, p. ex. fondés sur l'optimisation quantique ou les transformées quantiques de Fourier ou de Hadamard

Abrégé

A method comprising: breaking down a cost function into two-bit terms; applying a two-bit gate of temporal evolution and step change to a selected two-bit term, thereby generating a tensor per bit, with a connecting tensor index between the two tensors; shortening the connecting tensor index; removing at least as many connecting tensors as needed to reduce the number of connecting tensor indices down to a predetermined threshold M; and carrying out the applying, shortening and removing for one, some or all other two-bit terms of the cost function at least until a solution to the cost function reaches a predetermined convergence.

Classes IPC  ?

• G06N 5/01 - Techniques de recherche dynamiqueHeuristiquesArbres dynamiquesSéparation et évaluation
• G06N 10/60 - Algorithmes quantiques, p. ex. fondés sur l'optimisation quantique ou les transformées quantiques de Fourier ou de Hadamard
• G06F 17/11 - Opérations mathématiques complexes pour la résolution d'équations

Abrégé

A computer-implemented method and an apparatus for automatic modulation recognition that enables the detection and identification of modulation schemes in received raw signals with a signal receiving unit (70) without prior information about the raw signal detail, characterized by; comprising at least one computing unit (10) configured to transforming received raw signals from time domain to frequency domain including the noise in the signal with segmenting the signal and computing its modulation in multiple image with the spectrogram extraction process in order to capture temporal dependencies and sequential information by treating the raw signals received from signal receiving unit (70) as images; augmentation of the data for increasing the dataset size for increasing the accuracy with the limited data; training the data for enabling the network to learn spatiotemporal relationships based on a predefined or a precalculated signal-to-noise ratio (SNR) level; applying the data to one algorithm of two, which are convolutional neural network (CNN) and convolutional neural network (CNN) long short-term memory network (LSTM) hybrid algorithm.

Classes IPC  ?

• G06N 3/0442 - Réseaux récurrents, p. ex. réseaux de Hopfield caractérisés par la présence de mémoire ou de portes, p. ex. mémoire longue à court terme [LSTM] ou unités récurrentes à porte [GRU]
• G06N 3/0464 - Réseaux convolutifs [CNN, ConvNet]

Abrégé

The present invention proposes a system and method of reducing a footprint of a predictive computational model, and a method of predicting a protein structure using such a method of reducing footprint of the predictive model. The method of reducing a footprint of a predictive computational model comprises compressing the predictive computational model to come up with a compressed model, using a model compressor based on advanced network structures, and retraining the compressed model to adjust the compressed model and thereby produce an optimised predictive computational model with a reduced footprint.

Classes IPC  ?

• G16B 15/00 - TIC spécialement adaptées à l’analyse de structures moléculaires bidimensionnelles ou tridimensionnelles, p. ex. relations structurelles ou fonctionnelles ou alignement de structures
• G16B 40/20 - Analyse de données supervisée

Abrégé

A system configured for: breaking down a cost function into two-bit terms; applying a two-bit gate of temporal evolution and step change to a selected two-bit term, thereby generating a tensor per bit, with a connecting tensor index between the two tensors; shortening the connecting tensor index; removing at least as many connecting tensors as needed to reduce the number of connecting tensor indices down to a threshold M; and applying, shortening and removing for one, some or all other two-bit terms of the cost function at least until a solution to the cost function reaches a predetermined convergence.

Classes IPC  ?

• G06F 17/11 - Opérations mathématiques complexes pour la résolution d'équations

Abrégé

Simulating a quantum computer by generating a dynamic tensor network according to a structure of a quantum circuit to be simulated. Reading two-qubit terms of the quantum circuit; providing a two-qubit gate for each read two-qubit term thereby providing a tensor per qubit, and a connecting tensor index for the two tensors; shortening the connecting tensor index by using a value decomposition and keeping a predetermined number D of largest values; removing at least as many connecting tensor indices as needed to reduce the number of connecting tensor indices down to a predetermined threshold M if the number exceeds M.

Classes IPC  ?

• G06N 10/80 - Programmation quantique, p. ex. interfaces, langages ou boîtes à outils de développement logiciel pour la création ou la manipulation de programmes capables de fonctionner sur des ordinateurs quantiquesPlate-formes pour la simulation ou l’accès aux ordinateurs quantiques, p. ex. informatique quantique en nuage

Abrégé

A system and method of reducing a footprint of a predictive computational model, and a method of predicting a protein structure using such a method of reducing footprint of the predictive model. The method of reducing a footprint of a predictive computational model comprises compressing the predictive computational model to come up with a compressed model, using a model compressor based on advanced network structures, and retraining the compressed model to adjust the compressed model and thereby produce an optimised predictive computational model with a reduced footprint.

Classes IPC  ?

• G06F 30/27 - Optimisation, vérification ou simulation de l’objet conçu utilisant l’apprentissage automatique, p. ex. l’intelligence artificielle, les réseaux neuronaux, les machines à support de vecteur [MSV] ou l’apprentissage d’un modèle

Produits et services

Downloadable software for natural language, multiformat data, and multiformat media processing, generation, understanding, and analysis; Recorded software for natural language, multiformat data, and multiformat media processing, generation, understanding, and analysis; Downloadable and recorded artificial intelligence software for enabling access to generative artificial intelligence models; Downloadable and recorded artificial intelligence software for enabling access to large language models; Downloadable and recorded artificial intelligence software, namely, generative artificial intelligence models for natural language, multiformat data, and multiformat media processing, generation, understanding, and analysis; Downloadable and recorded artificial intelligence software, namely, large language models for natural language, multiformat data, and multiformat media processing, generation, understanding, and analysis; Downloadable and recorded artificial intelligence software for natural language, multiformat data, and multiformat media processing, generation, understanding, and analysis; Downloadable software for providing generative artificial intelligence; Downloadable and recorded large language model software for natural language, multiformat data, and multiformat media processing, generation, understanding, and analysis; Downloadable software for providing language models using generative artificial intelligence; Downloadable computer software using machine learning and artificial intelligence for natural language, multiformat data, and multiformat media processing, generation, understanding, and analysis; Downloadable software for use as an application programming interface (API); Downloadable and recorded artificial intelligence and machine learning software for natural language, multiformat data, and multiformat media processing, generation, understanding, and analysis; Downloadable computer programs and downloadable computer software for natural language, multiformat data, and multiformat media processing, generation, understanding and analysis; Downloadable computer programs and downloadable computer software for creating and generating text; Downloadable and recorded software for converting natural language, multiformat data, and multiformat media into machine executable commands

Produits et services

Software as a service (SaaS) featuring software for natural language, multiformat data, and multiformat media processing, generation, understanding, and analysis; Artificial intelligence as a service (AIaaS), namely, generative artificial intelligence models; Artificial intelligence as a service (AIaaS), namely, large language models; Artificial intelligence as a service (AIaaS), namely, artificial intelligence models for natural language, multiformat data, and multiformat media processing, generation, understanding, and analysis; Providing online non-downloadable artificial intelligence computer programs on data networks for natural language, multiformat data, and multiformat media processing, generation, understanding, and analysis; Platform as a service (PAAS) featuring artificial intelligence software platforms for natural language, multiformat data, and multiformat media processing, generation, understanding, and analysis; Software as a service (SaaS) featuring computer software platforms using artificial intelligence for natural language, multiformat data, and multiformat media processing, generation, understanding, and analysis; Software development; Software engineering; Software engineering services; Software customization service

Abrégé

A computer-implemented method for an encryption for secure communication between devices during quantum annealing or QUBO-based routines, which are executed on a quantum device with configurations determined or supported by at least one classical computing device, wherein the encryption and decryption of data are managed by the classical computing device, the method including, within a QUBO based routine that includes set of pre-trained weak learners that provide output for test values and weight adjustment process for these weak learners and after the discretized to model it as a QUBO; using different encoding depths for different weights with the assigning the weights randomly according to the correlation in between the weak learners with the registration of this encoding information; shuffling the order of the variables; converting the QUBO matrix; decrypting the data.

Classes IPC  ?

• H04L 9/08 - Répartition de clés

Produits et services

Downloadable software for natural language, multiformat data, and multiformat media processing, generation, understanding, and analysis; Recorded software for natural language, multiformat data, and multiformat media processing, generation, understanding, and analysis; Downloadable and recorded artificial intelligence software for enabling access to generative artificial intelligence models; Downloadable and recorded artificial intelligence software for enabling access to large language models; Downloadable and recorded artificial intelligence software, namely, generative artificial intelligence models for natural language, multiformat data, and multiformat media processing, generation, understanding, and analysis; Downloadable and recorded artificial intelligence software, namely, large language models for natural language, multiformat data, and multiformat media processing, generation, understanding, and analysis; Downloadable and recorded artificial intelligence software for natural language, multiformat data, and multiformat media processing, generation, understanding, and analysis; Downloadable software for providing generative artificial intelligence; Downloadable and recorded large language model software for natural language, multiformat data, and multiformat media processing, generation, understanding, and analysis; Downloadable software for providing language models using generative artificial intelligence; Downloadable computer software using machine learning and artificial intelligence for natural language, multiformat data, and multiformat media processing, generation, understanding, and analysis; Downloadable software for use as an application programming interface (API); Downloadable and recorded artificial intelligence and machine learning software for natural language, multiformat data, and multiformat media processing, generation, understanding, and analysis; Downloadable computer programs and downloadable computer software for natural language, multiformat data, and multiformat media processing, generation, understanding and analysis; Downloadable computer programs and downloadable computer software for creating and generating text; Downloadable and recorded software for converting natural language, multiformat data, and multiformat media into machine executable commands Retail store services featuring artificial intelligence software, generative artificial intelligence software, machine learning software, language model software, large language model software, application programming interface (API) software, software for natural language, multiformat data, and multiformat media processing, generation, understanding, and analysis, and software for converting natural language, multiformat data, and multiformat media into machine executable commands; Online retail store services featuring artificial intelligence software, generative artificial intelligence software, machine learning software, language model software, large language model software, application programming interface (API) software, software for natural language, multiformat data, and multiformat media processing, generation, understanding, and analysis, and software for converting natural language, multiformat data, and multiformat media into machine executable commands Software as a service (SaaS) featuring software for natural language, multiformat data, and multiformat media processing, generation, understanding, and analysis; Artificial intelligence as a service (AIaaS), namely, generative artificial intelligence models; Artificial intelligence as a service (AIaaS), namely, large language models; Artificial intelligence as a service (AIaaS), namely, artificial intelligence models for natural language, multiformat data, and multiformat media processing, generation, understanding, and analysis; Providing online non-downloadable artificial intelligence computer programs on data networks for natural language, multiformat data, and multiformat media processing, generation, understanding, and analysis; Platform as a service (PAAS) featuring artificial intelligence software platforms for natural language, multiformat data, and multiformat media processing, generation, understanding, and analysis; Software as a service (SaaS) featuring computer software platforms using artificial intelligence for natural language, multiformat data, and multiformat media processing, generation, understanding, and analysis; Software development; Software engineering; Software engineering services; Software customization service

Produits et services

Downloadable software for natural language, multiformat data, and multiformat media processing, generation, understanding, and analysis; Recorded software for natural language, multiformat data, and multiformat media processing, generation, understanding, and analysis; Downloadable and recorded artificial intelligence software for enabling access to generative artificial intelligence models; Downloadable and recorded artificial intelligence software for enabling access to large language models; Downloadable and recorded artificial intelligence software, namely, generative artificial intelligence models for natural language, multiformat data, and multiformat media processing, generation, understanding, and analysis; Downloadable and recorded artificial intelligence software, namely, large language models for natural language, multiformat data, and multiformat media processing, generation, understanding, and analysis; Downloadable and recorded artificial intelligence software for natural language, multiformat data, and multiformat media processing, generation, understanding, and analysis; Downloadable software for providing generative artificial intelligence; Downloadable and recorded large language model software for natural language, multiformat data, and multiformat media processing, generation, understanding, and analysis; Downloadable software for providing language models using generative artificial intelligence; Downloadable computer software using machine learning and artificial intelligence for natural language, multiformat data, and multiformat media processing, generation, understanding, and analysis; Downloadable software for use as an application programming interface (API); Downloadable and recorded artificial intelligence and machine learning software for natural language, multiformat data, and multiformat media processing, generation, understanding, and analysis; Downloadable computer programs and downloadable computer software for natural language, multiformat data, and multiformat media processing, generation, understanding and analysis; Downloadable computer programs and downloadable computer software for creating and generating text; Downloadable and recorded software for converting natural language, multiformat data, and multiformat media into machine executable commands Retail store services featuring artificial intelligence software, generative artificial intelligence software, machine learning software, language model software, large language model software, application programming interface (API) software, software for natural language, multiformat data, and multiformat media processing, generation, understanding, and analysis, and software for converting natural language, multiformat data, and multiformat media into machine executable commands; Online retail store services featuring artificial intelligence software, generative artificial intelligence software, machine learning software, language model software, large language model software, application programming interface (API) software, software for natural language, multiformat data, and multiformat media processing, generation, understanding, and analysis, and software for converting natural language, multiformat data, and multiformat media into machine executable commands Software as a service (SaaS) featuring software for natural language, multiformat data, and multiformat media processing, generation, understanding, and analysis; Artificial intelligence as a service (AIaaS), namely, generative artificial intelligence models; Artificial intelligence as a service (AIaaS), namely, large language models; Artificial intelligence as a service (AIaaS), namely, artificial intelligence models for natural language, multiformat data, and multiformat media processing, generation, understanding, and analysis; Providing online non-downloadable artificial intelligence computer programs on data networks for natural language, multiformat data, and multiformat media processing, generation, understanding, and analysis; Platform as a service (PAAS) featuring artificial intelligence software platforms for natural language, multiformat data, and multiformat media processing, generation, understanding, and analysis; Software as a service (SaaS) featuring computer software platforms using artificial intelligence for natural language, multiformat data, and multiformat media processing, generation, understanding, and analysis; Software development; Software engineering; Software engineering services; Software customization service

Produits et services

(1) Downloadable software; recorded software; artificial intelligence software; downloadable software for generative artificial intelligence; downloadable and recorded software for large language models (LLM); downloadable software for developing language models using generative artificial intelligence; downloadable software relating to artificial intelligence and machine learning; downloadable software for use as an application programming interface (API); software related to artificial intelligence and machine learning; downloadable computer programs and downloadable software for processing, generating, understanding and analyzing natural language; downloadable computer programs and downloadable software for creating and generating text; software for converting natural language into machine-executable commands. (1) Software as a Service [SaaS]; Artificial Intelligence as a Service [AIaaS]; providing artificial-intelligence computer programs on data networks; platforms for artificial intelligence as software in the form of a service [SaaS]; Software as a Service [SaaS] featuring software platforms for artificial intelligence; development of software; software engineering; software engineering services; custom design of computer software.

Produits et services

(1) Downloadable software; recorded software; artificial intelligence software; downloadable software for generative artificial intelligence; downloadable and recorded software for large language models (LLM); downloadable software for developing language models using generative artificial intelligence; downloadable software relating to artificial intelligence and machine learning; downloadable software for use as an application programming interface (API); software relating to artificial intelligence and machine learning; downloadable computer programs and downloadable software for processing, generating, understanding and analyzing natural language; downloadable computer programs and downloadable software for creating and generating text; software for converting natural language into machine-executable commands. (1) Software as a Service [SaaS]; Artificial Intelligence as a Service [AIaaS]; providing artificial-intelligence computer programs on data networks; platforms for artificial intelligence as software in the form of a service [SaaS]; Software as a Service [SaaS] featuring software platforms for artificial intelligence; development of software; software engineering; software engineering services; custom design of computer software.

Produits et services

(1) Downloadable software; recorded software; artificial intelligence software; downloadable software for generative artificial intelligence; downloadable and recorded software for large language models (LLM); downloadable software for developing language models using generative artificial intelligence; downloadable software relating to artificial intelligence and machine learning; downloadable software for use as an application programming interface (API); software related to artificial intelligence and machine learning; downloadable computer programs and downloadable software for processing, generating, understanding and analyzing natural language; downloadable computer programs and downloadable software for creating and generating text; software for converting natural language into machine-executable commands. (1) Software as a Service [SaaS]; platform as a service [PaaS]; Artificial Intelligence as a Service [AIaaS]; providing artificial-intelligence computer programs on data networks; platforms for artificial intelligence as software in the form of a service [SaaS]; Software as a Service [SaaS] featuring software platforms for artificial intelligence; development of software; software engineering; software engineering services; custom design of computer software.

Produits et services

(1) Downloadable software; recorded software; artificial intelligence software; downloadable software for generative artificial intelligence; downloadable and recorded software for large language models (LLM); downloadable software for developing language models using generative artificial intelligence; downloadable software relating to artificial intelligence and machine learning; downloadable software for use as an application programming interface (API); software related to artificial intelligence and machine learning; downloadable computer programs and downloadable software for processing, generating, understanding and analyzing natural language; downloadable computer programs and downloadable software for creating and generating text; software for converting natural language into machine-executable commands. (1) Software as a Service [SaaS]; Artificial Intelligence as a Service [AIaaS]; providing artificial-intelligence computer programs on data networks; platforms for artificial intelligence as software in the form of a service [SaaS]; Software as a Service [SaaS] featuring software platforms for artificial intelligence; development of software; software engineering; software engineering services; custom design of computer software.

Produits et services

(1) Downloadable software; recorded software; artificial intelligence software; downloadable software for generative artificial intelligence; downloadable and recorded software for large language models (LLM); downloadable software for developing language models using generative artificial intelligence; downloadable software relating to artificial intelligence and machine learning; downloadable software for use as an application programming interface (API); software related to artificial intelligence and machine learning; downloadable computer programs and downloadable software for processing, generating, understanding and analyzing natural language; downloadable computer programs and downloadable software for creating and generating text; software for converting natural language into machine-executable commands.

Produits et services

Downloadable software for downloading, storing, running, managing, and interacting with artificial intelligence models, generative artificial intelligence models, large language models (LLMs), and artificial intelligence models optimized for local and on-device operation; Downloadable software enabling access and interaction with remote application programming interface (API)-based artificial intelligence models; Downloadable software for routing user queries between on-device artificial intelligence models and remote application programming interface (API)-based artificial intelligence models; Downloadable artificial intelligence model software and compressed artificial intelligence model software optimized for local and on-device operation for natural language processing, generation, understanding, and analysis; Downloadable artificial intelligence software for enabling access to generative artificial intelligence models; Downloadable software, namely, artificial intelligence software and compressed artificial intelligence software for natural language processing, generation, understanding, and analysis; Downloadable software for natural language processing, generation, understanding, and analysis; Downloadable artificial intelligence software, namely, software for enabling access to generative artificial intelligence models for natural language generation, understanding, and analysis; Downloadable artificial intelligence software, namely, software for enabling access to large language models for natural language processing, generation, understanding, and analysis; Downloadable artificial intelligence software for enabling access to large language models; Downloadable artificial intelligence software for natural language processing, generation, understanding, and analysis; Downloadable software using generative artificial intelligence for natural language processing, generation, understanding, and analysis; Downloadable large language model software for natural language processing, generation, understanding, and analysis; Downloadable generative artificial intelligence software using large language models (LLMs) for natural language processing, generation, understanding, and analysis; Downloadable application programming interface (API) software; Downloadable machine learning software for natural language processing, generation, understanding, and analysis; Downloadable computer programs and downloadable computer software for creating and generating text; Downloadable software for converting natural language into machine executable commands

Produits et services

Downloadable and recorded software for developing, training, fine-tuning, evaluating, deploying, and operating artificial intelligence software; Downloadable and recorded artificial intelligence infrastructure software for compute orchestration, resource segmentation, and workload scheduling in cloud and AI environments; Downloadable and recorded software for enabling operation, scaling, development, and deployment of large language models and generative artificial intelligence models; Downloadable and recorded software for performing artificial intelligence inference, managing and maintaining data pipelines, and artificial intelligence workload execution; Downloadable and recorded software for optimization, compression, and performance acceleration for large language models and artificial intelligence models; Downloadable and recorded artificial intelligence infrastructure software for GPU-accelerated computing, GPU resource allocation, orchestration, scheduling, and isolation; Downloadable and recorded software for multi-tenant cloud platform management, including tenant isolation, access control, and governance; Downloadable and recorded software for monitoring, management, and governance of cloud computing and artificial intelligence infrastructure; AI acceleration computer hardware, namely, neural processing units (NPUs), tensor processing units (TPUs), and graphics processor units (GPUs); Computer hardware for quantum computing; Computer hardware for high-speed processing and storage of data using multiple CPUs; Graphics processor unit (GPU) clusters; Computer processing unit (CPU) clusters; Multi-GPU (graphics processor unit) networks, sold as a unit; Multi-CPU (computer processing unit) networks, sold as a unit; Distributed computing workload servers; Distributed computing workload processor units; GPU (graphics processor unit) node networks, sold as a unit; CPU (computer processing unit) node networks, sold as a unit; Network servers; Computer servers; Internet servers; GPU-accelerated computer servers; High-performance computing (HPC) servers; Central processing units (CPU) [computer hardware]; Graphics processor units (GPUs); Neural processing units (NPUs) being computer hardware; Tensor processing units (TPUs) being computer hardware; Computer processing hardware for high-performance computing; Computer processing hardware for high-performance computing, namely, artificial intelligence and machine learning applications; Computer processing hardware for high-performance computing, namely, large language model applications and generative artificial intelligence model applications; Computer hardware systems for artificial intelligence and machine learning applications for processing voice, text and image inputs; Computer hardware for artificial intelligence applications; Downloadable and recorded artificial intelligence software for enabling access to generative artificial intelligence models; Downloadable and recorded artificial intelligence software for enabling access to large language models; Downloadable and recorded artificial intelligence software, namely, generative artificial intelligence models for natural language, multiformat data, and multiformat media processing, generation, understanding, and analysis; Downloadable and recorded artificial intelligence software, namely, large language models for natural language, multiformat data, and multiformat media processing, generation, understanding, and analysis Procurement services for others, namely, identification, selection, and purchasing of computer hardware and software in the field of artificial intelligence, generative artificial intelligence, large language models, machine learning, quantum computing, quantum-inspired computing, and computing infrastructure related to the foregoing; Business-to-business wholesale distributorship services featuring computer hardware and software in the field of artificial intelligence, generative artificial intelligence, large language models, machine learning, quantum computing, quantum-inspired computing, and computing infrastructure related to the foregoing; Arranging of contracts for the buying and selling of computer hardware and software for others in the field of artificial intelligence, generative artificial intelligence, large language models, machine learning, quantum computing, quantum-inspired computing, and computing infrastructure related to the foregoing Installation, maintenance and repair of computer hardware for artificial intelligence, generative artificial intelligence, large language models, machine learning, quantum computing, quantum-inspired computing, and computing infrastructure related to the foregoing; Installation, maintenance and repair of computer servers, GPU servers, and CPU servers; Installation, maintenance and repair of high-performance computing (HPC) servers; Installation, maintenance and repair of GPU-accelerated computer systems; Technical support services, namely, troubleshooting in the nature of the repair of computer hardware; Consultancy relating to the installation, maintenance and repair of computer hardware Installation, maintenance and repair of infrastructure software and software for the management, networking, and optimization of computer hardware used in the fields of artificial intelligence, generative artificial intelligence, large language models, machine learning, quantum computing, quantum-inspired computing, and computing infrastructure related to the foregoing; Installation, maintenance and repair of infrastructure software and software for the management, networking, and optimization of computer servers, GPU servers, and CPU servers; Installation, maintenance and repair of infrastructure software and software for the management, networking, and optimization of high-performance computing (HPC) servers; Installation, maintenance and repair of infrastructure software and software for the management, networking, and optimization of GPU-accelerated computer systems; Technical support services, namely, troubleshooting in the nature of the repair of infrastructure software and software for the management, networking, and optimization of computer hardware; Consultancy relating to the installation, maintenance and repair of infrastructure software and software for the management, networking, and optimization of computer hardware; Software as a service (SAAS) services, namely, hosting software for use by others for providing generative artificial intelligence models; Software as a service (SAAS) services, namely, hosting software for use by others for providing large language models; Software as a service (SAAS) services, namely, hosting software for use by others for providing generative artificial intelligence software for natural language, multiformat data, and multiformat media processing, generation, understanding, and analysis, and for processing data, for producing outputs, and for converting natural language, multiformat data, and multiformat media into machine executable commands; Infrastructure as a service (IAAS) services, namely, hosting artificial intelligence and large language models; Platform as a service (PaaS) services featuring computer software for enabling operation, scaling, development, and deployment of artificial intelligence and large language models; Platform as a service (PaaS) services featuring computer software for training, fine-tuning, evaluating, and editing artificial intelligence and large language models; Platform as a Services (PaaS) services featuring computer software platforms and tools for developing artificial intelligence; Providing cloud platforms for supporting and enabling large-scale artificial intelligence workloads, including model training, inference, and data pipelines; Artificial Intelligence as a Service (AIaaS) services for deploying sovereign, regulated, and privacy-preserving artificial intelligence software; Providing monitoring, management, and governance of cloud computing and artificial intelligence platforms; Cloud platform services for GPU-accelerated computing, including GPU resource provisioning, allocation, orchestration, scheduling, and isolation for artificial intelligence workloads; Providing cloud platform services for model optimization, compression, and performance acceleration

Produits et services

Downloadable and recorded software for compressing generative artificial intelligence models, large language models, and machine learning models, and for compressing data for such software models; Downloadable and recorded software for accessing and using generative artificial intelligence models; Downloadable and recorded software for accessing and using large language models; Downloadable and recorded software featuring generative artificial intelligence for natural language processing, generation, understanding, and analysis, and for processing data, for producing outputs, and for converting natural language into machine executable commands; Computer hardware; Computers, computer servers, computer hardware, and computer workstations for running artificial intelligence (AI) software; Computers having AI processors; Single-board computers, microcomputers, and computer development boards for use in running artificial intelligence (AI) software; Field-programmable gate array (FPGA) cards, namely, semiconductors having and running artificial intelligence (AI) models Wholesale distributorship services featuring computer hardware and software in the field of artificial intelligence, generative artificial intelligence, large language models, machine learning, quantum computing, quantum-inspired computing, and computing infrastructure related to the foregoing Software as a Service (SaaS) services featuring software for compressing generative artificial intelligence models, large language models, and machine learning models, and for compressing data for such software models; Software as a service (SaaS) services featuring software for accessing and using generative artificial intelligence models; Software as a service (SaaS) services featuring software for accessing and using large language models; Software as a service (SaaS) services featuring generative artificial intelligence for natural language processing, generation, understanding, and analysis, and for processing data, for producing outputs, and for converting natural language into machine executable commands; Infrastructure as a service (IAAS) services, namely, hosting computer software platforms for developing, scaling, operating, maintaining, training, fine-tuning, editing, and deploying artificial intelligence and large language models; GPU as a services (GPUaaS) services, namely, providing computing infrastructure services for hosting artificial intelligence models; GPU as a services (GPUaaS) services, namely, providing computing infrastructure services for hosting computer software platforms for developing, scaling, operating, maintaining, training, fine-tuning, editing, and deploying generative artificial intelligence models; Neocloud as a services (NaaS) services, namely, providing cloud computing infrastructure services for hosting large language models, artificial intelligence models, and machine learning software; Neocloud as a services (NaaS) services, namely, providing cloud computing infrastructure services for developing, scaling, operating, maintaining, training, fine-tuning, editing, and deploying large language models, artificial intelligence models, and machine learning software; Software as a Service (SaaS) services featuring software platforms and cloud software platforms for enabling operation, scaling, development, and deployment of artificial intelligence and large language models; Cloud computing services featuring platform-as-a-service (PaaS) services for running and managing artificial intelligence model workloads; Cloud platform services for compute orchestration, resource segmentation, and workload scheduling; Providing cloud platform services for artificial intelligence model optimization, compression, and performance acceleration

Produits et services

Software as a Service [SaaS]; Artificial Intelligence as a Service [AIaaS]; providing artificial-intelligence computer programs on data networks; platforms for artificial intelligence as software in the form of a service [SaaS]; Software as a Service [SaaS] featuring software platforms for artificial intelligence; development of software; software engineering; software engineering services; custom design of computer software.

Produits et services

Downloadable and recorded software for enabling operation and deployment of artificial intelligence and large language models; Downloadable and recorded software for training, fine-tuning, evaluating, deploying, and operating artificial intelligence and machine learning models; Downloadable and recorded software for enabling operation, scaling, development, and deployment of large language models, generative artificial intelligence, and advanced artificial intelligence systems; Downloadable and recorded software for performing artificial intelligence inference, managing and maintaining data pipelines, and artificial intelligence workload execution; Downloadable and recorded software for optimization, compression, and performance acceleration for large language models and artificial intelligence models; Downloadable and recorded software for compute orchestration, resource segmentation, and workload scheduling in cloud and AI environments; Downloadable and recorded software for GPU-accelerated computing, namely software for GPU resource allocation, orchestration, scheduling, and isolation for artificial intelligence workloads; Downloadable and recorded software for multi-tenant cloud platform management, including tenant isolation, access control, and governance; Downloadable and recorded software for monitoring, management, and governance of cloud computing and artificial intelligence infrastructure; Downloadable software development tools and frameworks for use in developing artificial intelligence and machine learning software

Produits et services

Infrastructure as a service (IAAS) services, namely, hosting large language models, artificial intelligence models, and machine learning software; Infrastructure as a service (IAAS) services, namely, hosting computer software platforms for developing, scaling, operating, maintaining, training, fine-tuning, editing, and deploying large language models, artificial intelligence models, and machine learning software; GPU as a services (GPUaaS) services, namely, providing high-performance computing infrastructure services for hosting large language models, artificial intelligence models, and machine learning software; GPU as a services (GPUaaS) services, namely, providing high-performance computing infrastructure services for hosting computer software platforms for developing, scaling, operating, maintaining, training, fine-tuning, editing, and deploying large language models, artificial intelligence models, and machine learning software; Neocloud as a services (NaaS) services, namely, providing cloud computing infrastructure services for hosting large language models, artificial intelligence models, and machine learning software; Neocloud as a services (NaaS) services, namely, providing cloud computing infrastructure services for developing, scaling, operating, maintaining, training, fine-tuning, editing, and deploying large language models, artificial intelligence models, and machine learning software; Platform as a Service (PaaS) services featuring computer software platforms for providing artificial intelligence and machine learning models; Platform as a Service (PaaS) services featuring computer software platforms for providing artificial intelligence as a service [AIaaS]; Providing temporary use of non-downloadable computer software platforms for enabling operation, scaling, development, and deployment of artificial intelligence, machine learning, and generative artificial intelligence; Platform as a service [PaaS] services featuring computer software for enabling operation and deployment of large language models, generative artificial intelligence, and advanced AI systems; Platform as a service [PaaS] services featuring computer software for training, fine-tuning, evaluating, deploying, and operating artificial intelligence models; Providing non-downloadable software development platforms and tools for developing artificial intelligence; Cloud computing services featuring platform-as-a-service (PaaS) services for running and managing artificial intelligence workloads; Providing cloud platforms for supporting and enabling large-scale artificial intelligence workloads, including model training, inference, and data pipelines; Artificial Intelligence as a Service (AIaaS) services provided through cloud-based platforms for deploying, operating, and managing artificial intelligence models and applications; Artificial Intelligence as a Service (AIaaS) services for deploying sovereign, regulated, and privacy-preserving artificial intelligence software; Cloud platform services for compute orchestration, resource segmentation, and workload scheduling; Providing cloud platform services for large language model and artificial intelligence model optimization, compression, and performance acceleration; Providing monitoring, management, and governance of cloud computing and artificial intelligence platforms; Cloud platform services for GPU-accelerated computing, including GPU resource provisioning, allocation, orchestration, scheduling, and isolation for artificial intelligence workloads; Providing cloud platform services for model optimization, compression, and performance acceleration

Produits et services

Downloadable and recorded software, namely, generative artificial intelligence and large language model (LLM) software for processing, generating, understanding and analyzing natural language;  Downloadable and recorded software, namely, generative artificial intelligence software using machine learning for converting natural language into machine executable commands; Downloadable and recorded quantum software for accessing and producing generative artificial intelligence models; Downloadable and recorded quantum-inspired software for accessing and producing generative artificial intelligence models; Downloadable and recorded software, namely, large language model (LLM) software for processing, generating, understanding and analyzing natural language; Downloadable and recorded software using artificial intelligence and machine learning for creating and generating text

Produits et services

Artificial intelligence as a service (AIaaS) services featuring software using generative artificial intelligence for processing, generating, understanding and analyzing natural language; Providing temporary use of on-line non-downloadable computer programs on data networks using artificial intelligence for processing, generating, understanding and analyzing natural language; Software as a service (SaaS) services featuring software using generative artificial intelligence for processing, generating, understanding and analyzing natural language; Platform as a service (PaaS) services featuring computer software platforms using generative artificial intelligence for processing, generating, understanding and analyzing natural language; Software as a service (SaaS) services featuring quantum computing software using generative artificial intelligence for processing, generating, understanding and analyzing natural language; Software as a service (SaaS) services featuring quantum-inspired computing software using generative artificial intelligence for processing, generating, understanding and analyzing natural language; Software as a service (SaaS) services featuring software using large language models (LLMs) for processing, generating, understanding and analyzing natural language; Software as a service (SaaS) services featuring software using artificial intelligence models for processing, generating, understanding and analyzing natural language

Produits et services

(1) Software as a Service [SaaS]; Artificial Intelligence as a Service [AIaaS]; providing artificial-intelligence computer programs on data networks; platforms for artificial intelligence as software in the form of a service [SaaS]; Software as a Service [SaaS] featuring software platforms for artificial intelligence; development of software; software engineering; software engineering services; custom design of computer software.

Produits et services

Downloadable software for natural language, multiformat data, and multiformat media processing, generation, understanding, and analysis; Recorded software for natural language, multiformat data, and multiformat media processing, generation, understanding, and analysis; Downloadable and recorded artificial intelligence software for enabling access to generative artificial intelligence models; Downloadable and recorded artificial intelligence software for enabling access to large language models; Downloadable and recorded artificial intelligence software, namely, generative artificial intelligence models; Downloadable and recorded artificial intelligence software, namely, large language models; Downloadable and recorded artificial intelligence software for natural language, multiformat data, and multiformat media processing, generation, understanding, and analysis; Downloadable software for providing generative artificial intelligence for natural language, multiformat data, and multiformat media processing, generation, understanding, and analysis; Downloadable and recorded large language model software for natural language, multiformat data, and multiformat media processing, generation, understanding, and analysis; Downloadable software for providing language models using generative artificial intelligence for natural language, multiformat data, and multiformat media processing, generation, understanding, and analysis; Downloadable computer software using machine learning and artificial intelligence for natural language, multiformat data, and multiformat media processing, generation, understanding, and analysis; Downloadable software for use as an application programming interface (API); Downloadable and Recorded artificial intelligence and machine learning software for natural language, multiformat data, and multiformat media processing, generation, understanding, and analysis; Downloadable computer programs and downloadable computer software for natural language processing, generation, understanding and analysis; Downloadable computer programs and downloadable computer software for creating and generating text; Software converters of natural language into machine executable commands Software as a service (SaaS) services featuring software for natural language, multiformat data, and multiformat media processing, generation, understanding, and analysis; Artificial intelligence as a service (AIaaS) services, namely, providing generative artificial intelligence models; Artificial intelligence as a service (AIaaS) services, namely, providing large language models; Artificial intelligence as a service (AIaaS), namely, providing artificial intelligence models for natural language, multiformat data, and multiformat media processing, generation, understanding, and analysis; Providing online non-downloadable artificial intelligence computer programs on data networks for natural language, multiformat data, and multiformat media processing, generation, understanding, and analysis; Platform as a service (PAAS) services featuring computer software platforms; Software as a service (SaaS) services featuring software for natural language, multiformat data, and multiformat media processing, generation, understanding, and analysis; Artificial intelligence as a service (AIaaS) services, namely, providing generative artificial intelligence models; Artificial intelligence as a service (AIaaS) services, namely, providing large language models; Artificial intelligence as a service (AIaaS), namely, providing artificial intelligence models for natural language, multiformat data, and multiformat media processing, generation, understanding, and analysis; Providing online non-downloadable artificial intelligence computer programs on data networks for natural language, multiformat data, and multiformat media processing, generation, understanding, and analysis; Platform as a service (PAAS) services featuring computer software platforms

Produits et services

Downloadable software; recorded software; data media for computers with software recorded thereon; artificial intelligence software; artificial intelligence software for analysis purposes; software for the integration of artificial intelligence and machine learning in the field of big data; software relating to artificial intelligence and machine learning; downloadable software for use as an application programming interface (API); software for use as an application programming interface (API); downloadable computer software for data transmission; artificial intelligence computer software for the detection of cybersecurity threats; security software based on artificial intelligence; software for the detection of anomalies in computer systems using artificial intelligence; data processing apparatus; big data management software; computer software for data search; security software; data processing software; computer software for integrating applications and databases; all the aforesaid goods relating to the field of quantum computing and inspired by quantum physics. Creation of software platforms for third parties; creation, maintenance, conservation and adaptation of software; computer platform development; programming of software for Internet platforms; updating of software for data processing; consultancy in the design and development of software; development of software; development of software for third parties; custom design of computer software; software as a service (SaaS); Software as a Service (SaaS) featuring software for machine learning, deep learning and deep neural networks; Software as a Service [SaaS] with software for machine learning; Platform as a Service (PaaS); Platform as a Service (PaaS) with software platforms for transmission of images, audiovisual content, video content and messages; platforms for artificial intelligence as software in the form of a service [SaaS]; software engineering services for data processing; software engineering services for data processing programs; conversion of data or information from computer programs, except physical conversion; providing artificial-intelligence computer programs on data networks; research in the field of artificial intelligence technology; technology consultancy in the field of artificial intelligence; technical data analysis services; research in the field of quantum simulation; quantum computing; development and testing of calculation methods, algorithms and software; design and development of software relating to quantum computing, quantum-inspired computing, quantum programming, quantum algorithms, quantum information, quantum engineering and quantum technology; development of artificial intelligence software for cybersecurity; computer security consultancy based on artificial intelligence; computer security monitoring using artificial intelligence algorithms; real-time network monitoring with artificial intelligence; security incident detection and response services using artificial intelligence; analysis of threats to computer security for data protection; software fault diagnostics; design and development of artificial intelligence software; consultancy in artificial intelligence software design for use in cybersecurity; all the aforesaid services relating to the field of quantum computing and inspired by quantum physics.

Produits et services

Downloadable software; recorded software; data media for computers with software recorded thereon; artificial intelligence software; artificial intelligence software for analysis purposes; software for integration of artificial intelligence and machine learning in the field of big data; software related to artificial intelligence and machine learning; software for editing digital content; downloadable software for use as an application programming interface (API); software for use as an application programming interface (API); downloadable computer software for data transmission; data processing apparatus; software for managing big data; computer software for data search; software to enable data retrieval; data processing software; computer software for application and database integration; all the aforesaid goods relating to the field of quantum computing and inspired by quantum physics. Creation of software platforms for third parties; creation, maintenance, conservation and adaptation of software; computer platform development; programming of software for Internet platforms; updating of software for data processing; consultancy in the design and development of software; development of software; development of software for third parties; custom design of computer software; software as a service (SaaS); software as a service (SaaS) featuring software for machine learning, deep learning and deep neural networks; Software as a Service [SaaS] with software for machine learning; Platform as a Service (PaaS); platform as a service (PaaS) with software platforms for transmission of images, audiovisual content, video content and messages; platforms for artificial intelligence as software in the form of a service [SaaS]; software engineering services for data processing; software engineering services for data processing programs; conversion of data or information from computer programs, except physical conversion; providing artificial-intelligence computer programs on data networks; research in the field of artificial intelligence technology; technology consultancy in the field of artificial intelligence; technical data analysis services; research in the field of quantum simulation; quantum computing; development and testing of calculation methods, algorithms and software; design and development of software relating to quantum computing, quantum-inspired computing, quantum programming, quantum algorithms, quantum information, quantum engineering and quantum technology; development of artificial intelligence software for cybersecurity; computer security consultancy based on artificial intelligence; computer security monitoring using artificial intelligence algorithms; real-time network monitoring with artificial intelligence; security incident detection and response services using artificial intelligence; design and development of artificial intelligence software; consultancy in artificial intelligence software design for use in cybersecurity; all the aforesaid services relating to the field of quantum computing and inspired by quantum physics.

Produits et services

(1) Downloadable software; recorded software; data media for computers with software recorded thereon; artificial intelligence software; artificial intelligence software for analysis purposes; software for integration of artificial intelligence and machine learning in the field of big data; software related to artificial intelligence and machine learning; software for editing digital content; downloadable software for use as an application programming interface (API); software for use as an application programming interface (API); downloadable computer software for data transmission; data processing apparatus; software for managing big data; computer software for data search; software to enable data retrieval; data processing software; computer software for application and database integration; all the aforesaid goods relating to the field of quantum computing and inspired by quantum physics. (1) Creation of software platforms for third parties; creation, maintenance, conservation and adaptation of software; computer platform development; programming of software for Internet platforms; updating of software for data processing; consultancy in the design and development of software; development of software; development of software for third parties; custom design of computer software; software as a service (SaaS); software as a service (SaaS) featuring software for machine learning, deep learning and deep neural networks; Software as a Service [SaaS] with software for machine learning; Platform as a Service (PaaS); platform as a service (PaaS) with software platforms for transmission of images, audiovisual content, video content and messages; platforms for artificial intelligence as software in the form of a service [SaaS]; software engineering services for data processing; software engineering services for data processing programs; conversion of data or information from computer programs, except physical conversion; providing artificial-intelligence computer programs on data networks; research in the field of artificial intelligence technology; technology consultancy in the field of artificial intelligence; technical data analysis services; research in the field of quantum simulation; quantum computing; development and testing of calculation methods, algorithms and software; design and development of software relating to quantum computing, quantum-inspired computing, quantum programming, quantum algorithms, quantum information, quantum engineering and quantum technology; development of artificial intelligence software for cybersecurity; computer security consultancy based on artificial intelligence; computer security monitoring using artificial intelligence algorithms; real-time network monitoring with artificial intelligence; security incident detection and response services using artificial intelligence; design and development of artificial intelligence software; consultancy in artificial intelligence software design for use in cybersecurity; all the aforesaid services relating to the field of quantum computing and inspired by quantum physics.

Produits et services

(1) Downloadable software; recorded software; data media for computers with software recorded thereon; artificial intelligence software; artificial intelligence software for analysis purposes; software for the integration of artificial intelligence and machine learning in the field of big data; software relating to artificial intelligence and machine learning; downloadable software for use as an application programming interface (API); software for use as an application programming interface (API); downloadable computer software for data transmission; artificial intelligence computer software for the detection of cybersecurity threats; security software based on artificial intelligence; software for the detection of anomalies in computer systems using artificial intelligence; data processing apparatus; big data management software; computer software for data search; security software; data processing software; computer software for integrating applications and databases; all the aforesaid goods relating to the field of quantum computing and inspired by quantum physics. (1) Creation of software platforms for third parties; creation, maintenance, conservation and adaptation of software; computer platform development; programming of software for Internet platforms; updating of software for data processing; consultancy in the design and development of software; development of software; development of software for third parties; custom design of computer software; software as a service (SaaS); Software as a Service (SaaS) featuring software for machine learning, deep learning and deep neural networks; Software as a Service [SaaS] with software for machine learning; Platform as a Service (PaaS); Platform as a Service (PaaS) with software platforms for transmission of images, audiovisual content, video content and messages; platforms for artificial intelligence as software in the form of a service [SaaS]; software engineering services for data processing; software engineering services for data processing programs; conversion of data or information from computer programs, except physical conversion; providing artificial-intelligence computer programs on data networks; research in the field of artificial intelligence technology; technology consultancy in the field of artificial intelligence; technical data analysis services; research in the field of quantum simulation; quantum computing; development and testing of calculation methods, algorithms and software; design and development of software relating to quantum computing, quantum-inspired computing, quantum programming, quantum algorithms, quantum information, quantum engineering and quantum technology; development of artificial intelligence software for cybersecurity; computer security consultancy based on artificial intelligence; computer security monitoring using artificial intelligence algorithms; real-time network monitoring with artificial intelligence; security incident detection and response services using artificial intelligence; analysis of threats to computer security for data protection; software fault diagnostics; design and development of artificial intelligence software; consultancy in artificial intelligence software design for use in cybersecurity; all the aforesaid services relating to the field of quantum computing and inspired by quantum physics.

Produits et services

Downloadable software for natural language processing, generation, understanding, and analysis; Recorded software for natural language processing, generation, understanding, and analysis; Downloadable and recorded artificial intelligence software, namely, generative artificial intelligence models; Downloadable and recorded artificial intelligence software, namely, large language models; Downloadable and recorded artificial intelligence software for natural language processing, generation, understanding, and analysis; Downloadable software for providing generative artificial intelligence for natural language processing, generation, understanding, and analysis; Downloadable and recorded large language model software for natural language processing, generation, understanding, and analysis; Downloadable software for providing language models using generative artificial intelligence for natural language processing, generation, understanding, and analysis; Downloadable computer software using machine learning and artificial intelligence for natural language processing, generation, understanding, and analysis; Downloadable software for use as an application programming interface (API); Downloadable and Recorded artificial intelligence and machine learning software for natural language processing, generation, understanding, and analysis; Downloadable computer programs and downloadable computer software for natural language processing, generation, understanding and analysis; Downloadable computer programs and downloadable computer software for creating and generating text; Software converters of natural language into machine executable commands

Produits et services

Software as a service (SaaS) featuring software for natural language, multiformat data, and multiformat media processing, generation, understanding, and analysis; Artificial intelligence as a service (AIaaS), namely, generative artificial intelligence models; Artificial intelligence as a service (AIaaS), namely, large language models; Artificial intelligence as a service (AIaaS), namely, artificial intelligence models for natural language, multiformat data, and multiformat media processing, generation, understanding, and analysis; Providing online non-downloadable artificial intelligence computer programs on data networks for natural language, multiformat data, and multiformat media processing, generation, understanding, and analysis; Platform as a service (PAAS) featuring artificial intelligence software platforms for natural language, multiformat data, and multiformat media processing, generation, understanding, and analysis; Software as a service (SaaS) featuring computer software platforms using artificial intelligence for natural language, multiformat data, and multiformat media processing, generation, understanding, and analysis; Software development; Software engineering; Software engineering services; Software customization service

Produits et services

Software as a service (SaaS) services featuring software for natural language processing, generation, understanding, and analysis; Artificial intelligence as a service (AIaaS) services, namely, generative artificial intelligence models; Artificial intelligence as a service (AIaaS) services, namely, large language models; Artificial intelligence as a service (AIaaS) services, namely, artificial intelligence models for natural language processing, generation, understanding, and analysis; Providing online non-downloadable artificial intelligence computer programs on data networks for natural language processing, generation, understanding, and analysis; Platform as a service (PAAS) services featuring artificial intelligence software platforms for natural language processing, generation, understanding, and analysis; Software as a service (SaaS) featuring computer software platforms using artificial intelligence for natural language processing, generation, understanding, and analysis; Computer software development; Software engineering; Software engineering services; Software customization services in the nature of computer software development

Produits et services

Downloadable software for natural language, multiformat data, and multiformat media processing, generation, understanding, and analysis; Recorded software for natural language, multiformat data, and multiformat media processing, generation, understanding, and analysis; Downloadable and recorded artificial intelligence software for enabling access to generative artificial intelligence models; Downloadable and recorded artificial intelligence software for enabling access to large language models; Downloadable and recorded artificial intelligence software, namely, generative artificial intelligence models for natural language, multiformat data, and multiformat media processing, generation, understanding, and analysis; Downloadable and recorded artificial intelligence software, namely, large language models for natural language, multiformat data, and multiformat media processing, generation, understanding, and analysis; Downloadable and recorded artificial intelligence software for natural language, multiformat data, and multiformat media processing, generation, understanding, and analysis; Downloadable software for providing generative artificial intelligence; Downloadable and recorded large language model software for natural language, multiformat data, and multiformat media processing, generation, understanding, and analysis; Downloadable software for providing language models using generative artificial intelligence; Downloadable computer software using machine learning and artificial intelligence for natural language, multiformat data, and multiformat media processing, generation, understanding, and analysis; Downloadable and recorded artificial intelligence and machine learning software for natural language, multiformat data, and multiformat media processing, generation, understanding, and analysis; Downloadable computer programs and downloadable computer software for natural language, multiformat data, and multiformat media processing, generation, understanding and analysis; Downloadable computer programs and downloadable computer software for creating and generating text; Downloadable software for converting natural language into machine executable commands

Produits et services

Software as a service (SaaS) featuring software for natural language, multiformat data, and multiformat media processing, generation, understanding, and analysis; Artificial intelligence as a service (AIaaS) featuring software for accessing and using generative artificial intelligence models; Artificial intelligence as a service (AIaaS) featuring software for accessing and using large language models; Artificial intelligence as a service (AIaaS) featuring software for accessing and using artificial intelligence models for natural language, multiformat data, and multiformat media processing, generation, understanding, and analysis; Providing online non-downloadable artificial intelligence computer programs on data networks for natural language, multiformat data, and multiformat media processing, generation, understanding, and analysis; Platform as a service (PAAS) featuring artificial intelligence software platforms for natural language, multiformat data, and multiformat media processing, generation, understanding, and analysis; Software as a service (SaaS) featuring computer software platforms using artificial intelligence for natural language, multiformat data, and multiformat media processing, generation, understanding, and analysis

Produits et services

Downloadable software for natural language processing, generation, understanding, and analysis; Recorded software for natural language processing, generation, understanding, and analysis; Downloadable and recorded artificial intelligence software, namely, generative artificial intelligence models; Downloadable and recorded artificial intelligence software, namely, large language models; Downloadable and recorded artificial intelligence software for natural language processing, generation, understanding, and analysis; Downloadable software for providing generative artificial intelligence for natural language processing, generation, understanding, and analysis; Downloadable and recorded large language model software for natural language processing, generation, understanding, and analysis; Downloadable software for providing language models using generative artificial intelligence for natural language processing, generation, understanding, and analysis; Downloadable computer software using machine learning and artificial intelligence for natural language processing, generation, understanding, and analysis; Downloadable software for use as an application programming interface (API); Downloadable and Recorded artificial intelligence and machine learning software for natural language processing, generation, understanding, and analysis; Downloadable computer programs and downloadable computer software for natural language processing, generation, understanding and analysis; Downloadable computer programs and downloadable computer software for creating and generating text; Downloadable software converters of natural language into machine executable commands

Produits et services

Downloadable software for natural language processing, generation, understanding, and analysis; Recorded software for natural language processing, generation, understanding, and analysis; Downloadable and recorded artificial intelligence software, namely, generative artificial intelligence models for natural language, multiformat data, and multiformat media processing, generation, understanding, and analysis; Downloadable and recorded artificial intelligence software for enabling access to generative artificial intelligence models; Downloadable and recorded artificial intelligence software, namely, large language models for natural language, multiformat data, and multiformat media processing, generation, understanding, and analysis; Downloadable and recorded artificial intelligence software for enabling access to large language models; Downloadable and recorded artificial intelligence software for natural language processing, generation, understanding, and analysis; Downloadable software for providing generative artificial intelligence; Downloadable and recorded large language model software for natural language processing, generation, understanding, and analysis; Downloadable software for providing language models using generative artificial intelligence; Downloadable computer software using machine learning and artificial intelligence for natural language processing, generation, understanding, and analysis; Downloadable software for use as an application programming interface (API); Downloadable and recorded artificial intelligence and machine learning software for natural language processing, generation, understanding, and analysis; Downloadable computer programs and downloadable computer software for natural language processing, generation, understanding and analysis; Downloadable computer programs and downloadable computer software for creating and generating text; Downloadable software for converting natural language into machine executable commands

Produits et services

Software as a service (SaaS) services featuring software for natural language processing, generation, understanding, and analysis; Artificial intelligence as a service (AIaaS) services, namely, generative artificial intelligence models; Artificial intelligence as a service (AIaaS) services, namely, large language models; Artificial intelligence as a service (AIaaS) services, namely, artificial intelligence models for natural language processing, generation, understanding, and analysis; Providing online non-downloadable artificial intelligence computer programs on data networks for natural language processing, generation, understanding, and analysis; Platform as a service (PAAS) services featuring artificial intelligence software platforms for natural language processing, generation, understanding, and analysis; Software as a service (SaaS) services featuring computer software platforms using artificial intelligence for natural language processing, generation, understanding, and analysis; Computer software development; Software engineering; Software engineering services; Software customization services in the nature of computer software development

Produits et services

Downloadable software for natural language processing, generation, understanding, and analysis; Recorded software for natural language processing, generation, understanding, and analysis; Downloadable and recorded artificial intelligence software, namely, generative artificial intelligence models for natural language, multiformat data, and multiformat media processing, generation, understanding, and analysis; Downloadable and recorded artificial intelligence software for enabling access to generative artificial intelligence models; Downloadable and recorded artificial intelligence software, namely, large language models for natural language, multiformat data, and multiformat media processing, generation, understanding, and analysis; Downloadable and recorded artificial intelligence software for enabling access to large language models; Downloadable and recorded artificial intelligence software for natural language processing, generation, understanding, and analysis; Downloadable software for providing generative artificial intelligence; Downloadable and recorded large language model software for natural language processing, generation, understanding, and analysis; Downloadable software for providing language models using generative artificial intelligence; Downloadable computer software using machine learning and artificial intelligence for natural language processing, generation, understanding, and analysis; Downloadable software for use as an application programming interface (API); Downloadable and recorded artificial intelligence and machine learning software for natural language processing, generation, understanding, and analysis; Downloadable computer programs and downloadable computer software for natural language processing, generation, understanding and analysis; Downloadable computer programs and downloadable computer software for creating and generating text; Downloadable software for converting natural language into machine executable commands

Produits et services

Software as a service (SaaS) featuring software for natural language processing, generation, understanding, and analysis; Artificial intelligence as a service (AIaaS) featuring software using artificial intelligence for natural language processing, generation, understanding, and analysis; Providing online non-downloadable artificial intelligence computer programs on data networks for natural language processing, generation, understanding, and analysis; Platform as a service (PAAS) featuring artificial intelligence software platforms for natural language processing, generation, understanding, and analysis; Software as a service (SaaS) featuring computer software platforms using artificial intelligence for natural language processing, generation, understanding, and analysis; Software development; Software engineering; Software engineering services; Software customization services

Abrégé

An apparatus or system configured to: provide a predetermined machine learning routine in the form of a tensorized neural network and associated with a target machine or system or process, with the tensorized neural network including a plurality of layers and one or more non-linearities per layer applicable to each tensor of the tensor network of the respective layer; and produce at least one output about the target machine or system or process, the at least one output being inferred by the provided predetermined machine learning routine upon inputting a data set therein.

Classes IPC  ?

• G06N 20/00 - Apprentissage automatique
• G06N 3/08 - Méthodes d'apprentissage

Abrégé

A system and method for minimizing an objective function with constraints using an optimal tensor network configuration with symmetries are provided. The system comprises a non-transitory computer-readable memory and a processor in communication with the memory storing program instructions. The program instructions, when executed by a processor, causes the processor to: receive an objective function and one or more constraints for optimization; generate a time evolution block decimation (TEBD) process based on the objective function without the one or more constraints: generate a tensor network based on the objective function with symmetries to satisfy the one or more constraints; and find the optimal tensor network that optimizes the objective function using the TEBD process. Generating the tensor network may include applying the symmetries to transform the objective function into an unconstrained quadratic unconstrained binary optimization (QUBO) model.

Classes IPC  ?

• G06F 17/14 - Transformations de Fourier, de Walsh ou transformations d'espace analogues

Abrégé

A computational framework and a method for implementing symmetric tensor networks for quantum machine learning using symmetric deep learning involve the execution of techniques to deploy a computational framework, creation of mathematical structures for machine learning, and utilization of deep learning for faster convergence and training. The system includes hardware components to implement the model, an optimization technique to adjust elements, and an inference module for predictions over new datapoints. The mathematical structures used are symmetric tensor networks, which are built using the symmetries of the dataset and replace the weight matrices in the deep learning module.

Classes IPC  ?

• G06N 10/60 - Algorithmes quantiques, p. ex. fondés sur l'optimisation quantique ou les transformées quantiques de Fourier ou de Hadamard

Abrégé

A computer-implemented method and system for simulating quantum computations using a lattice-free tensor network simulation that adapts dynamically to an interaction pattern in the quantum computation. The method includes initializing an initial state, applying a quantum gate on two quantum bits, generating a connection in a network structure, truncating numerical values using a mathematical decomposition and an update process, computing an entropy measure for all connections, truncating the connections with the lowest entropy measure to a dimensional parameter, and computing expectation values of observables at the end of the simulation. The system includes modules and submodules for performing these steps.

Classes IPC  ?

• G06N 10/80 - Programmation quantique, p. ex. interfaces, langages ou boîtes à outils de développement logiciel pour la création ou la manipulation de programmes capables de fonctionner sur des ordinateurs quantiquesPlate-formes pour la simulation ou l’accès aux ordinateurs quantiques, p. ex. informatique quantique en nuage
• G06N 10/20 - Modèles d’informatique quantique, p. ex. circuits quantiques ou ordinateurs quantiques universels

Abrégé

A system and method for minimizing an objective function with constraints using an optimal tensor network configuration with symmetries are provided. The system comprises a non-transitory computer-readable memory and a processor in communication with the memory storing program instructions. The program instructions, when executed by a processor, causes the processor to: receive an objective function and one or more constraints for optimization; generate a time evolution block decimation (TEBD) process based on the objective function without the one or more constraints: generate a tensor network based on the objective function with symmetries to satisfy the one or more constraints; and find the optimal tensor network that optimizes the objective function using the TEBD process. Generating the tensor network may include applying the symmetries to transform the objective function into an unconstrained quadratic unconstrained binary optimization (QUBO) model.

Classes IPC  ?

• G06F 17/11 - Opérations mathématiques complexes pour la résolution d'équations
• G06F 17/16 - Calcul de matrice ou de vecteur
• G06N 5/01 - Techniques de recherche dynamiqueHeuristiquesArbres dynamiquesSéparation et évaluation
• G06N 10/20 - Modèles d’informatique quantique, p. ex. circuits quantiques ou ordinateurs quantiques universels
• G06N 10/60 - Algorithmes quantiques, p. ex. fondés sur l'optimisation quantique ou les transformées quantiques de Fourier ou de Hadamard

Abrégé

A computer-implemented process and an information processing system are disclosed. The process includes receiving input for a computational model, retraining the model to result in an uncorrelated output, and compressing the model using a tensorization module. The system comprises a computational model that processes input data, a retraining module, and a tensorization module that compresses the computational model using mathematical structures. The computational model can be a layered model, a model for language processing, a binary classification model, or a prediction model. The mathematical structures can be tensor networks used to compress layers of the computational model.

Classes IPC  ?

• G06N 3/0464 - Réseaux convolutifs [CNN, ConvNet]
• G06N 3/09 - Apprentissage supervisé

Abrégé

A system and method for minimizing an objective function with constraints using an optimal tensor network configuration with symmetries are provided. The system comprises a non-transitory computer-readable memory and a processor in communication with the memory storing program instructions. The program instructions, when executed by a processor, causes the processor to: receive an objective function and one or more constraints for optimization; generate a time evolution block decimation (TEBD) process based on the objective function without the one or more constraints: generate a tensor network based on the objective function with symmetries to satisfy the one or more constraints; and find the optimal tensor network that optimizes the objective function using the TEBD process. Generating the tensor network may include applying the symmetries to transform the objective function into an unconstrained quadratic unconstrained binary optimization (QUBO) model.

Classes IPC  ?

• G06F 17/11 - Opérations mathématiques complexes pour la résolution d'équations
• G06F 17/16 - Calcul de matrice ou de vecteur
• G06N 5/01 - Techniques de recherche dynamiqueHeuristiquesArbres dynamiquesSéparation et évaluation
• G06N 10/20 - Modèles d’informatique quantique, p. ex. circuits quantiques ou ordinateurs quantiques universels
• G06N 10/60 - Algorithmes quantiques, p. ex. fondés sur l'optimisation quantique ou les transformées quantiques de Fourier ou de Hadamard

Abrégé

The system and method for generating random numbers involves a quantum device, a data input module, a quantum annealing device, a read out module, an error mitigation module, and an output module. The quantum device obtains random numbers. The data input module enters numerical data corresponding to magnetic fields to be applied to each quantum bit of the quantum device, a time parameter, and a state count to be sampled by the quantum device. The quantum annealing device implements a quantum evolution with a quantum operator consisting only of magnetic fields. The read out module measures the quantum bits at the end of the evolution. The error mitigation module minimizes the effect of a temperature parameter by fine-tuning the magnetic fields of the annealing. The output module measures the quantum bits after the whole procedure, and produces a random string of output bits.

Classes IPC  ?

• G06F 7/58 - Générateurs de nombres aléatoires ou pseudo-aléatoires
• G06N 10/60 - Algorithmes quantiques, p. ex. fondés sur l'optimisation quantique ou les transformées quantiques de Fourier ou de Hadamard

Abrégé

The method and system for simulating a quantum algorithm involves the use of electromagnetic waves, specifically laser beams. The quantum state representation is mapped to a polarization state representation, which is manipulated using a polarization manipulation device. An optimization device is used to minimize a cost function, with data inputted through a data input device. The result of the minimization of the cost function is interpreted using a data interpretation device. The system includes a light source, polarization manipulation and measurement devices, an optimization device, a data input device, and a data interpretation device. Additional components include a measurement module and a data entry module.

Classes IPC  ?

• G06N 10/60 - Algorithmes quantiques, p. ex. fondés sur l'optimisation quantique ou les transformées quantiques de Fourier ou de Hadamard
• G06F 16/906 - GroupementClassement
• H01S 3/10 - Commande de l'intensité, de la fréquence, de la phase, de la polarisation ou de la direction du rayonnement, p. ex. commutation, ouverture de porte, modulation ou démodulation

Abrégé

The system and method for implementing symmetric quantum circuits includes a data processing module for processing input data, a quantum circuit construction module for constructing a symmetric quantum circuit on a series of quantum bits using symmetric quantum operations, and an optimization module for optimizing circuit parameters using an optimization technique, and an output generation module for generating output data over new input data. The symmetric quantum circuit may be implemented on various quantum hardware and provides faster convergence and training, better precision than conventional systems.

Classes IPC  ?

• G06F 30/337 - Optimisation de la conception

Abrégé

A computer-implemented process and an information processing system are disclosed. The process includes receiving input for a computational model, retraining the model to result in an uncorrelated output, and compressing the model using a tensorization module. The system comprises a computational model that processes input data, a retraining module, and a tensorization module that compresses the computational model using mathematical structures. The computational model can be a layered model, a model for language processing, a binary classification model, or a prediction model. The mathematical structures can be tensor networks used to compress layers of the computational model.

Classes IPC  ?

• G06N 3/0464 - Réseaux convolutifs [CNN, ConvNet]
• G06N 3/09 - Apprentissage supervisé

Abrégé

A computer-implemented process and an information processing system are related. The process includes receiving input for a computational model, retraining the model to result in an uncorrelated output, and compressing the model using a tensorization module. The system comprises-includes a computational model that processes input data, a retraining module, and a tensorization module that compresses the computational model using mathematical structures. The computational model can be a layered model, a model for language processing, a binary classification model, or a prediction model. The mathematical structures can be tensor networks used to compress layers of the computational model.

Classes IPC  ?

• G06N 3/0495 - Réseaux quantifiésRéseaux parcimonieuxRéseaux compressés
• G06N 3/08 - Méthodes d'apprentissage

Abrégé

A method includes: receiving, by an apparatus or system, a first set of values for an electric grid, a second set for a first electricity supply, and a third set for a second electricity supply; receiving data from electricity controllers, wherein all the received data form a fourth set of values, wherein each electricity controller of the controllers is associated with a household of multiple households and controls electricity supplied to the electric grid, stored and requested from the electric grid at the different time periods within the PT, wherein each household includes at least one renewable electrical energy production device and the fourth set of values is indicative of electrical energy producible by each device of the at least one renewable energy production device at the different time periods within the PT; solving, by the apparatus or system based on the four sets of values, an optimization problem.

Classes IPC  ?

• H02J 3/00 - Circuits pour réseaux principaux ou de distribution, à courant alternatif
• H02J 3/38 - Dispositions pour l’alimentation en parallèle d’un seul réseau, par plusieurs générateurs, convertisseurs ou transformateurs
• H02J 3/466 -
• H02J 101/20 -
• H02J 103/35 -

Abrégé

A method including the following steps: computing availability of at least one renewable electrical energy production device that delivers electricity to at least one household associated therewith to deliver electricity to an electric grid; computing an electricity usage plan for the predetermined period of time; optimizing the electricity usage plan so that: the electricity to be delivered is to be delivered to the electric grid at one or more different time periods at least when an amount of the possible electric power generation corresponding to non-renewable electrical energy generators is greater than at other time periods within the predetermined period of time; and during a predetermined duration after the time period or periods when the electricity is delivered to the electric grid, the electricity delivered by the at least one renewable electrical energy production device for consumption by the respective household is lower than the computed availability during the predetermined duration.

Classes IPC  ?

• G06F 17/00 - Équipement ou méthodes de traitement de données ou de calcul numérique, spécialement adaptés à des fonctions spécifiques
• H02J 3/00 - Circuits pour réseaux principaux ou de distribution, à courant alternatif
• H02J 3/38 - Dispositions pour l’alimentation en parallèle d’un seul réseau, par plusieurs générateurs, convertisseurs ou transformateurs
• H02J 3/466 -
• H02J 101/20 -
• H02J 103/30 -
• H02J 103/35 -

Abrégé

A computational system and method are related. The system and method involve receiving sequential data, a computational mapping, and a network-based computing for each computational network. An initial computational mapping of a complex system is determined using a computational network. A computational network adaptation and an intensity of the adaptation are identified based on the network-based computing, the computational mapping, and a prediction task. Modified mathematical series in the computational network are rendered by applying the computational network adaptation. An updated computational mapping is determined and, if the updated computational mapping indicates that the prediction task has decreased, a priority weight for the computational network adaptation is increased. The computational network adaptation, the intensity of the adaptation, and the priority weight are saved in a user profile for the complex system.

Classes IPC  ?

• G06F 30/27 - Optimisation, vérification ou simulation de l’objet conçu utilisant l’apprentissage automatique, p. ex. l’intelligence artificielle, les réseaux neuronaux, les machines à support de vecteur [MSV] ou l’apprentissage d’un modèle

Produits et services

Design and development of software relating to quantum computing and quantum-inspired computing, quantum programming, quantum algorithms, quantum information, quantum engineering and quantum technology; quantum computing services; quantum computing services aimed at the financial, energy, logistics, healthcare, defense, aerospace, engineering, manufacturing and cyber security sectors; Software as a Service [SaaS]; software as a service (SaaS) featuring software for machine learning, deep learning and deep neural networks; platform as a service [PaaS]; Platform as a service (PaaS) with software platforms for transmission of images, audiovisual content, video content and messages; graphic design platforms as software as a service [SaaS]; platforms for artificial intelligence as software in the form of a service [SaaS]; software engineering services for data processing; software engineering services for data processing programs; conversion of computer programs and data, other than physical conversion; providing artificial-intelligence computer programs on data networks; research in the field of artificial intelligence technology; technology consultancy in the field of artificial intelligence; technical data analysis services; research in the field of quantum simulation; quantum computing; development and testing of calculation methods, algorithms and software; scientific research in the field of quantum computing; research in the field of quantum precision measurement; research in the field of quantum communication technology; research, development, design and updating of computer software; consultancy services in the field of quantum computing; hosting of communication platforms on the Internet; hosting of software platforms for professional collaboration based on virtual reality; creating software platforms for third parties; creation, maintenance, conservation and adaptation of software; computer platform development; programming of software for Internet platforms; software updating; updating of software for data processing; consultancy in the design and development of software; development of software; development of software for third parties; custom design of computer software; software engineering.

Produits et services

Creation of software platforms for third parties; creation, maintenance, conservation and adaptation of software; computer platform development; programming of software for Internet platforms; software updating; updating of software for data processing; consultancy in the design and development of software; development of software; development of software for third parties; custom design of computer software; software engineering; research, development, design and updating of computer software; hosting of communication platforms on the Internet; Software as a Service [SaaS]; software as a service (SaaS) featuring software for machine learning, deep learning and deep neural networks; platform as a service [PaaS]; Platform as a service (PaaS) with software platforms for transmission of images, audiovisual content, video content and messages; platforms for artificial intelligence as software in the form of a service [SaaS]; software engineering services for data processing; software engineering services for data processing programs; conversion of computer programs and data, other than physical conversion; providing artificial-intelligence computer programs on data networks; research in the field of artificial intelligence technology; technology consultancy in the field of artificial intelligence; technical data analysis services; research in the field of quantum simulation; quantum computing; development and testing of calculation methods, algorithms and software; scientific research in the field of quantum computing; research in the field of quantum precision measuring; research in the field of quantum communication technology; consultancy services in the field of quantum computing.