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Continual Learning

1895 directly classified papers

Papers per year

Papers

Continual Learning for Visual Search With Backward Consistent Feature Embedding CVPR 2022
Self-Sustaining Representation Expansion for Non-Exemplar Class-Incremental Learning CVPR 2022
Learn From Others and Be Yourself in Heterogeneous Federated Learning CVPR 2022
Overcoming Catastrophic Forgetting in Incremental Object Detection via Elastic Response Distillation CVPR 2022
Continual Predictive Learning From Videos CVPR 2022
Operative dimensions in unconstrained connectivity of recurrent neural networks NIPS 2022
Lifelong Unsupervised Domain Adaptive Person Re-Identification With Coordinated Anti-Forgetting and Adaptation CVPR 2022
MetaFSCIL: A Meta-Learning Approach for Few-Shot Class Incremental Learning CVPR 2022
DyTox: Transformers for Continual Learning With DYnamic TOken eXpansion CVPR 2022
Few-Shot Incremental Learning for Label-to-Image Translation CVPR 2022
GCR: Gradient Coreset Based Replay Buffer Selection for Continual Learning CVPR 2022
Memory Efficient Continual Learning with Transformers NIPS 2022
Continual Stereo Matching of Continuous Driving Scenes With Growing Architecture CVPR 2022
Retrospective Adversarial Replay for Continual Learning NIPS 2022
On the Effectiveness of Lipschitz-Driven Rehearsal in Continual Learning NIPS 2022
BayesPCN: A Continually Learnable Predictive Coding Associative Memory NIPS 2022
Tracking Functional Changes in Nonstationary Signals with Evolutionary Ensemble Bayesian Model for Robust Neural Decoding NIPS 2022
Provable Continual Learning via Sketched Jacobian Approximations AISTATS 2022
Skills Regularized Task Decomposition for Multi-task Offline Reinforcement Learning NIPS 2022
Provable Lifelong Learning of Representations AISTATS 2022
Towards Better Plasticity-Stability Trade-Off in Incremental Learning: A Simple Linear Connector CVPR 2022
Neurocoder: General-Purpose Computation Using Stored Neural Programs ICML 2022
Continual Prompt Tuning for Dialog State Tracking ACL 2022
Continual Sequence Generation with Adaptive Compositional Modules ACL 2022
NISPA: Neuro-Inspired Stability-Plasticity Adaptation for Continual Learning in Sparse Networks ICML 2022