Keep and Learn: Continual Learning by Constraining the Latent Space for Knowledge Preservation in Neural Networks May 28, 2018 Continual Learning
— Unverified Distributed Weight Consolidation: A Brain Segmentation Case Study May 28, 2018 Brain Segmentation Continual Learning
— Unverified Self-Net: Lifelong Learning via Continual Self-Modeling May 25, 2018 Continual Learning Lifelong learning
Code Code Available Towards Robust Evaluations of Continual Learning May 24, 2018 Continual Learning
— Unverified Progress & Compress: A scalable framework for continual learning May 16, 2018 Active Learning Atari Games
Code Code Available Power Law in Sparsified Deep Neural Networks May 4, 2018 Continual Learning
— Unverified Efficient parametrization of multi-domain deep neural networks Mar 27, 2018 Continual Learning Transfer Learning
Code Code Available Task Agnostic Continual Learning Using Online Variational Bayes Mar 27, 2018 Continual Learning
Code Code Available Accelerating Learning in Constructive Predictive Frameworks with the Successor Representation Mar 23, 2018 Continual Learning Reinforcement Learning
— Unverified Unicorn: Continual Learning with a Universal, Off-policy Agent Feb 22, 2018 Continual Learning Lifelong learning
— Unverified Continual Reinforcement Learning with Complex Synapses Feb 20, 2018 Continual Learning Deep Reinforcement Learning
— Unverified Training and Inference with Integers in Deep Neural Networks Feb 13, 2018 Continual Learning
Code Code Available Piggyback: Adapting a Single Network to Multiple Tasks by Learning to Mask Weights Jan 19, 2018 Continual Learning Quantization
Code Code Available Overcoming catastrophic forgetting with hard attention to the task Jan 4, 2018 Continual Learning Hard Attention
Code Code Available Overcoming Catastrophic Interference using Conceptor-Aided Backpropagation Jan 1, 2018 Continual Learning Permuted-MNIST
— Unverified Toward Continual Learning for Conversational Agents Dec 28, 2017 Continual Learning
— Unverified Modular Continual Learning in a Unified Visual Environment Nov 20, 2017 Continual Learning Reinforcement Learning
— Unverified PackNet: Adding Multiple Tasks to a Single Network by Iterative Pruning Nov 15, 2017 Continual Learning Network Pruning
Code Code Available Variational Continual Learning Oct 29, 2017 Continual Learning Variational Inference
Code Code Available Deep Generative Dual Memory Network for Continual Learning Oct 28, 2017 Continual Learning Hippocampus
— Unverified Neural and Synaptic Array Transceiver: A Brain-Inspired Computing Framework for Embedded Learning Sep 29, 2017 Continual Learning Reinforcement Learning
— Unverified Continual One-Shot Learning of Hidden Spike-Patterns with Neural Network Simulation Expansion and STDP Convergence Predictions Aug 30, 2017 Continual Learning Neural Network simulation
— Unverified Adapting Kernel Representations Online Using Submodular Maximization Aug 1, 2017 Continual Learning
— Unverified Overcoming Catastrophic Interference by Conceptors Jul 16, 2017 Continual Learning
— Unverified Gradient Episodic Memory for Continual Learning Jun 26, 2017 Continual Learning Incremental Learning
Code Code Available Dex: Incremental Learning for Complex Environments in Deep Reinforcement Learning Jun 19, 2017 Continual Learning Deep Reinforcement Learning
Code Code Available Continual Learning with Deep Generative Replay May 24, 2017 class-incremental learning Class Incremental Learning
Code Code Available Continual Learning in Generative Adversarial Nets May 23, 2017 Continual Learning
— Unverified Learning multiple visual domains with residual adapters May 22, 2017 Continual Learning
Code Code Available Incremental Learning Through Deep Adaptation May 11, 2017 Continual Learning image-classification
— Unverified A Strategy for an Uncompromising Incremental Learner May 2, 2017 class-incremental learning Class Incremental Learning
Code Code Available Continual Learning Through Synaptic Intelligence Mar 13, 2017 Computational Efficiency Continual Learning
Code Code Available Generative and Discriminative Text Classification with Recurrent Neural Networks Mar 6, 2017 Classification Continual Learning
Code Code Available Meta Networks Mar 2, 2017 Continual Learning Meta-Learning
Code Code Available CommAI: Evaluating the first steps towards a useful general AI Jan 31, 2017 BIG-bench Machine Learning Continual Learning
— Unverified PathNet: Evolution Channels Gradient Descent in Super Neural Networks Jan 30, 2017 Continual Learning reinforcement-learning
Code Code Available Universal representations:The missing link between faces, text, planktons, and cat breeds Jan 25, 2017 Continual Learning
— Unverified Overcoming catastrophic forgetting in neural networks Dec 2, 2016 Atari Games class-incremental learning
Code Code Available Learning to learn with backpropagation of Hebbian plasticity Sep 8, 2016 Continual Learning Lifelong learning
Code Code Available Learning without Forgetting Jun 29, 2016 Class Incremental Learning Continual Learning
Code Code Available Progressive Neural Networks Jun 15, 2016 Continual Learning reinforcement-learning
Code Code Available Active Long Term Memory Networks Jun 7, 2016 Continual Learning Domain Adaptation
— Unverified Truly Nonparametric Online Variational Inference for Hierarchical Dirichlet Processes Dec 1, 2012 Continual Learning Variational Inference
— Unverified Building a Scalable and Interpretable Bayesian Deep Learning Framework for Quality Control of Free Form Surfaces Apr 7, 1994 Active Learning Benchmarking
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