Unsupervised Progressive Learning and the STAM Architecture Apr 3, 2019 Clustering Continual Learning
Code Code Available Does an LSTM forget more than a CNN? An empirical study of catastrophic forgetting in NLP Apr 1, 2019 Continual Learning Transfer Learning
— Unverified Learn to Grow: A Continual Structure Learning Framework for Overcoming Catastrophic Forgetting Mar 31, 2019 Continual Learning Neural Architecture Search
— Unverified Interactions between Representation Learning and Supervision Mar 25, 2019 Continual Learning Dimensionality Reduction
— Unverified Unsupervised Continual Learning and Self-Taught Associative Memory Hierarchies Mar 24, 2019 Continual Learning Online Clustering
— Unverified Regularize, Expand and Compress: Multi-task based Lifelong Learning via NonExpansive AutoML Mar 20, 2019 AutoML Continual Learning
— Unverified Convolution with even-sized kernels and symmetric padding Mar 20, 2019 Continual Learning image-classification
Code Code Available Gradient based sample selection for online continual learning Mar 20, 2019 class-incremental learning Class Incremental Learning
Code Code Available Continual Learning in Practice Mar 12, 2019 AutoML BIG-bench Machine Learning
— Unverified Continual Learning via Neural Pruning Mar 11, 2019 Continual Learning Diagnostic
— Unverified Rates of Convergence for Sparse Variational Gaussian Process Regression Mar 8, 2019 Continual Learning regression
Code Code Available Continual Learning Using World Models for Pseudo-Rehearsal Mar 6, 2019 Atari Games Continual Learning
— Unverified S-TRIGGER: Continual State Representation Learning via Self-Triggered Generative Replay Feb 25, 2019 Change Detection Continual Learning
— Unverified Adaptive Masked Weight Imprinting for Few-Shot Segmentation Feb 25, 2019 Continual Learning Semantic Segmentation
— Unverified Scalable and Order-robust Continual Learning with Additive Parameter Decomposition Feb 25, 2019 Continual Learning Fairness
Code Code Available Adaptive Masked Proxies for Few-Shot Segmentation Feb 19, 2019 Continual Learning Few-Shot Semantic Segmentation
Code Code Available A Unifying Bayesian View of Continual Learning Feb 18, 2019 Continual Learning
Code Code Available Differentially Private Continual Learning Feb 18, 2019 Continual Learning Variational Inference
— Unverified Realizing Continual Learning through Modeling a Learning System as a Fiber Bundle Feb 16, 2019 Continual Learning
— Unverified Depthwise Convolution is All You Need for Learning Multiple Visual Domains Feb 3, 2019 All Continual Learning
Code Code Available Policy Consolidation for Continual Reinforcement Learning Feb 1, 2019 Continual Learning continuous-control
Code Code Available Functional Regularisation for Continual Learning with Gaussian Processes Jan 31, 2019 Bayesian Inference Continual Learning
Code Code Available Incremental Reading for Question Answering Jan 15, 2019 Continual Learning Question Answering
— Unverified Generative Models from the perspective of Continual Learning Dec 21, 2018 Continual Learning Image Generation
Code Code Available Continual Match Based Training in Pommerman: Technical Report Dec 18, 2018 Continual Learning
— Unverified Reconciling meta-learning and continual learning with online mixtures of tasks Dec 14, 2018 Continual Learning Few-Shot Learning
— Unverified Task-Free Continual Learning Dec 10, 2018 Continual Learning Face Recognition
Code Code Available Pseudo-Rehearsal: Achieving Deep Reinforcement Learning without Catastrophic Forgetting Dec 6, 2018 Atari Games Continual Learning
Code Code Available Continual Learning Augmented Investment Decisions Dec 6, 2018 Continual Learning Decision Making
— Unverified Overcoming Catastrophic Forgetting by Soft Parameter Pruning Dec 4, 2018 Continual Learning
Code Code Available Few-Shot Self Reminder to Overcome Catastrophic Forgetting Dec 3, 2018 Continual Learning
— Unverified Efficient Lifelong Learning with A-GEM Dec 2, 2018 class-incremental learning Class Incremental Learning
Code Code Available On the Transferability of Representations in Neural Networks Between Datasets and Tasks Nov 29, 2018 Continual Learning Multi-Task Learning
— Unverified Experience Replay for Continual Learning Nov 28, 2018 Continual Learning Reinforcement Learning
— Unverified Partitioned Variational Inference: A unified framework encompassing federated and continual learning Nov 27, 2018 Continual Learning Distributed Computing
— Unverified Generative Adversarial Network Training is a Continual Learning Problem Nov 27, 2018 Continual Learning Generative Adversarial Network
— Unverified Self-Organizing Maps for Storage and Transfer of Knowledge in Reinforcement Learning Nov 18, 2018 Continual Learning reinforcement-learning
— Unverified The Barbados 2018 List of Open Issues in Continual Learning Nov 16, 2018 Continual Learning
— Unverified Towards continual learning in medical imaging Nov 6, 2018 Atari Games Continual Learning
— Unverified Closed-Loop Memory GAN for Continual Learning Nov 3, 2018 Continual Learning Diversity
— Unverified Don't forget, there is more than forgetting: new metrics for Continual Learning Oct 31, 2018 Attribute Computational Efficiency
— Unverified Marginal Replay vs Conditional Replay for Continual Learning Oct 29, 2018 Classification Continual Learning
— Unverified Self-Supervised GAN to Counter Forgetting Oct 27, 2018 Continual Learning General Classification
— Unverified Continual Classification Learning Using Generative Models Oct 24, 2018 Classification Continual Learning
— Unverified A neuro-inspired architecture for unsupervised continual learning based on online clustering and hierarchical predictive coding Oct 22, 2018 Clustering Continual Learning
— Unverified Autonomous Deep Learning: Continual Learning Approach for Dynamic Environments Oct 17, 2018 Continual Learning Deep Learning
Code Code Available Continual Learning of Recurrent Neural Networks by Locally Aligning Distributed Representations Oct 17, 2018 Continual Learning Language Modeling
Code Code Available Continual Learning of Context-dependent Processing in Neural Networks Sep 29, 2018 Continual Learning
Code Code Available Three continual learning scenarios and a case for generative replay Sep 27, 2018 Continual Learning Lifelong learning
— Unverified Uncertainty-guided Lifelong Learning in Bayesian Networks Sep 27, 2018 Continual Learning Lifelong learning
— Unverified 