Towards Exemplar-Free Continual Learning in Vision Transformers: an Account of Attention, Functional and Weight Regularization Mar 24, 2022 Continual Learning Exemplar-Free
Code Code Available Meta-attention for ViT-backed Continual Learning Mar 22, 2022 Continual Learning
Code Code Available Online Continual Learning for Embedded Devices Mar 21, 2022 Continual Learning
Code Code Available Continual Sequence Generation with Adaptive Compositional Modules Mar 20, 2022 Continual Learning Transfer Learning
Code Code Available Continual Learning Based on OOD Detection and Task Masking Mar 17, 2022 class-incremental learning Class Incremental Learning
Code Code Available Continual Prompt Tuning for Dialog State Tracking Mar 13, 2022 Continual Learning dialog state tracking
Code Code Available Representation Compensation Networks for Continual Semantic Segmentation Mar 10, 2022 Class Incremental Learning Continual Learning
Code Code Available New Insights on Reducing Abrupt Representation Change in Online Continual Learning Mar 8, 2022 class-incremental learning Class Incremental Learning
Code Code Available Overcoming Catastrophic Forgetting beyond Continual Learning: Balanced Training for Neural Machine Translation Mar 8, 2022 Continual Learning Knowledge Distillation
Code Code Available Avalanche RL: a Continual Reinforcement Learning Library Feb 28, 2022 Continual Learning OpenAI Gym
Code Code Available Continual Learning from Demonstration of Robotics Skills Feb 14, 2022 Continual Learning
Code Code Available Memory Replay with Data Compression for Continual Learning Feb 14, 2022 Autonomous Driving class-incremental learning
Code Code Available The Dual Form of Neural Networks Revisited: Connecting Test Time Predictions to Training Patterns via Spotlights of Attention Feb 11, 2022 Continual Learning Form
Code Code Available Dataset Condensation with Contrastive Signals Feb 7, 2022 Attribute Continual Learning
Code Code Available TRGP: Trust Region Gradient Projection for Continual Learning Feb 7, 2022 Continual Learning Transfer Learning
Code Code Available Learning Fast, Learning Slow: A General Continual Learning Method based on Complementary Learning System Jan 29, 2022 Continual Learning
Code Code Available Progressive Continual Learning for Spoken Keyword Spotting Jan 29, 2022 Continual Learning Keyword Spotting
Code Code Available The CLEAR Benchmark: Continual LEArning on Real-World Imagery Jan 17, 2022 Continual Learning image-classification
Code Code Available Weakly-supervised continual learning for class-incremental segmentation Jan 4, 2022 Continual Learning Pseudo Label
Code Code Available Not Just Selection, but Exploration: Online Class-Incremental Continual Learning via Dual View Consistency Jan 1, 2022 Continual Learning
Code Code Available Learn From Others and Be Yourself in Heterogeneous Federated Learning Jan 1, 2022 Continual Learning Federated Learning
Code Code Available Avoiding Catastrophe: Active Dendrites Enable Multi-Task Learning in Dynamic Environments Dec 31, 2021 Continual Learning Deep Learning
Code Code Available Continually Learning Self-Supervised Representations with Projected Functional Regularization Dec 30, 2021 Continual Learning Incremental Learning
Code Code Available Towards continual task learning in artificial neural networks: current approaches and insights from neuroscience Dec 28, 2021 Continual Learning Machine Translation
Code Code Available Recursive Least-Squares Estimator-Aided Online Learning for Visual Tracking Dec 28, 2021 Continual Learning Few-Shot Learning
Code Code Available Continual Learning for Unsupervised Anomaly Detection in Continuous Auditing of Financial Accounting Data Dec 25, 2021 Anomaly Detection continual anomaly detection
Code Code Available Continual learning of longitudinal health records Dec 22, 2021 Continual Learning Incremental Learning
Code Code Available Continual Learning of a Mixed Sequence of Similar and Dissimilar Tasks Dec 18, 2021 Continual Learning
Code Code Available Continual Learning with Knowledge Transfer for Sentiment Classification Dec 18, 2021 Classification Continual Learning
Code Code Available An Empirical Investigation of the Role of Pre-training in Lifelong Learning Dec 16, 2021 Continual Learning image-classification
Code Code Available Learning to Prompt for Continual Learning Dec 16, 2021 class-incremental learning Class Incremental Learning
Code Code Available Self-Supervised Models are Continual Learners Dec 8, 2021 Continual Learning Representation Learning
Code Code Available DyTox: Transformers for Continual Learning with DYnamic TOken eXpansion Nov 22, 2021 Class Incremental Learning Continual Learning
Code Code Available Continual Learning via Local Module Composition Nov 15, 2021 Continual Learning Transfer Learning
Code Code Available Learning where to learn: Gradient sparsity in meta and continual learning Oct 27, 2021 Continual Learning Inductive Bias
Code Code Available AFEC: Active Forgetting of Negative Transfer in Continual Learning Oct 23, 2021 Continual Learning Transfer Learning
Code Code Available HCV: Hierarchy-Consistency Verification for Incremental Implicitly-Refined Classification Oct 21, 2021 Classification Continual Learning
Code Code Available Online Continual Learning on Class Incremental Blurry Task Configuration with Anytime Inference Oct 19, 2021 Continual Learning Management
Code Code Available Carousel Memory: Rethinking the Design of Episodic Memory for Continual Learning Oct 14, 2021 Continual Learning Management
Code Code Available Representational Continuity for Unsupervised Continual Learning Oct 13, 2021 Continual Learning
Code Code Available Subspace Regularizers for Few-Shot Class Incremental Learning Oct 13, 2021 class-incremental learning Class Incremental Learning
Code Code Available Flattening Sharpness for Dynamic Gradient Projection Memory Benefits Continual Learning Oct 9, 2021 Continual Learning Sensitivity
Code Code Available Dataset Condensation with Distribution Matching Oct 8, 2021 Continual Learning Dataset Condensation
Code Code Available CLEVA-Compass: A Continual Learning EValuation Assessment Compass to Promote Research Transparency and Comparability Oct 7, 2021 Continual Learning
Code Code Available Towards Continual Knowledge Learning of Language Models Oct 7, 2021 Continual Learning Fact Checking
Code Code Available DualNet: Continual Learning, Fast and Slow Oct 1, 2021 Continual Learning Hippocampus
Code Code Available TyXe: Pyro-based Bayesian neural nets for Pytorch Oct 1, 2021 Continual Learning image-classification
Code Code Available Continual Learning with Filter Atom Swapping Sep 29, 2021 Continual Learning
Code Code Available Federated Reconnaissance: Efficient, Distributed, Class-Incremental Learning Sep 1, 2021 class-incremental learning Class Incremental Learning
Code Code Available Re-using Adversarial Mask Discriminators for Test-time Training under Distribution Shifts Aug 26, 2021 Continual Learning Image Reconstruction
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