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2025
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Invention
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Architectural augmentation of neural networks using evaluated specialty node units.
A system and... |
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Invention
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System and method for improving machine learning classifiers using synthetic inputs and gradient ... |
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Invention
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Training multi-stage malleable hybrid networks. Multi-stage hybrid network integrates relationshi... |
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Invention
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Predictive modeling for dependency configuration in knowledge-augmented neural networks. Data-dep... |
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Invention
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Adaptively training of neural networks via an intelligent learning management system. (a) computi... |
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Invention
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Accelerated training of a neural network via regularization. A system and method for controlling ... |
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Invention
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Correcting for overfitting in a machine learning system.
Computer systems and methods train a de... |
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Invention
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Machine learning robustness through sensible decision boundaries.
Computer systems and computer-... |
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Invention
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Training nodes of a neural network to be decisive. Computer-implemented systems and methods impro... |
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Invention
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Accelerated training of neural networks with regularization links. (a) computing for each datum i... |
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2024
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Invention
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Creating diverse neural networks with node tying. A system and method for controlling a nodal net... |
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Invention
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Training a content authenticity validator as a variable resolution game.
Computer-implemented sy... |
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Invention
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Data-dependent training for automated knowledge system that comprises a neural network. Data-depe... |
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Invention
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Training an autoencoder with a classifier. Computer systems and methods train a deep neural netwo... |
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Invention
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Explainable adaptable artificial intelligence networks. Computer-implemented methods and systems ... |
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Invention
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Data-dependent node-to-node knowledge sharing by regularization in deep learning. Data-dependent ... |
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Invention
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Training human-guided ai networks. Computer-implemented methods and systems train, dynamically, a... |
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Invention
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Targeted incremental growth with continual learning in deep neural networks. Computer systems and... |
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Invention
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Learning coach for machine learning system.
A machine learning (ML) system includes a student ML... |
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Invention
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Training dynamic hybrid ai networks. Computer-implemented methods and systems train, dynamically,... |
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2023
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Invention
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Deep learning with judgment. Computer systems and computer-implemented methods for modifying a ma... |
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Invention
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Adding a split detector compound node to a deep neural network. Computer systems and methods trai... |
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Invention
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Node-splitting for neural networks based on magnitude of norm of vector of partial derivatives. A... |
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Invention
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Deep learning with judgment. Computer systems and computer-implemented methods modify a machine l... |
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Invention
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Improving a deep neural network with node-to-node relationship regularization. Computer systems a... |
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Invention
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Locating a decision boundary for complex classifier. Systems and methods improve performance of a... |
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Invention
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Generation and discrimination training as a variable resolution game. Computer-implemented system... |
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Invention
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Controlling distribution of training data to members of an ensemble. A machine learning system in... |
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2022
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Invention
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Deep neural network with compound node functioning as a detector and rejecter. Computer systems a... |
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Invention
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Generating synthetic data examples as interpolation of two data examples that is linear in the sp... |
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Invention
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Imitation learning for machine learning systems with synthetic data generators. Computer systems ... |
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Invention
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Asynchronous agents with learning coaches and structurally modifying deep neural networks without... |
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Invention
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Knowledge sharing for machine learning systems. A machine learning system includes a coach machin... |
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2021
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Invention
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Learning coach for machine learning system. A machine learning system includes a coach machine le... |
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Invention
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Diversity for detection and correction of adversarial attacks. A diverse set of neural networks a... |
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2020
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Invention
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Selective training of deep learning modules. Machine-learning computer system breaks a neural net... |
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2019
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Invention
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Building deep learning ensembles with diverse targets. A computer-implemented method of training ... |
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Invention
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Companion analysis network in deep learning. Systems and methods analyze training of a first mach... |
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Invention
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Building ensembles for deep learning by parallel data splitting. n ensemble members such that eac... |
