Continual Learning

NISPA: Neuro-Inspired Stability-Plasticity Adaptation for Continual Learning in Sparse Networks ICML 2022 NOTE: Robust Continual Test-time Adaptation Against Temporal Correlation NeurIPS 2022 Not Just Selection, but Exploration: Online Class-Incremental Continual Learning via Dual View Consistency CVPR 2022 Object Pursuit: Building a Space of Objects via Discriminative Weight Generation ICLR 2022 Objects in Semantic Topology ICLR 2022 On Continual Model Refinement in Out-of-Distribution Data Streams ACL 2022 One After Another: Learning Incremental Skills for a Changing World ICLR 2022 On Generalizing Beyond Domains in Cross-Domain Continual Learning CVPR 2022 Online Continual Adaptation with Active Self-Training AISTATS 2022 Online Continual Learning of End-to-End Speech Recognition Models Interspeech 2022 Online Continual Learning on a Contaminated Data Stream With Blurry Task Boundaries CVPR 2022 Online Continual Learning on Class Incremental Blurry Task Configuration with Anytime Inference ICLR 2022 Online Continual Learning through Mutual Information Maximization ICML 2022 Online Continual Learning via Candidates Voting WACV 2022 Online Coreset Selection for Rehearsal-based Continual Learning ICLR 2022 Online Learning of Open-set Speaker Identification by Active User-registration Interspeech 2022 On the Effectiveness of Lipschitz-Driven Rehearsal in Continual Learning NeurIPS 2022 On the Episodic Difficulty of Few-shot Learning ACML 2022 On the Road to Online Adaptation for Semantic Image Segmentation CVPR 2022 On the Statistical Benefits of Curriculum Learning ICML 2022 Operative dimensions in unconstrained connectivity of recurrent neural networks NeurIPS 2022 Overcoming Catastrophic Forgetting beyond Continual Learning: Balanced Training for Neural Machine Translation ACL 2022 Overcoming Catastrophic Forgetting During Domain Adaptation of Seq2seq Language Generation NAACL 2022 Overcoming Catastrophic Forgetting in Incremental Object Detection via Elastic Response Distillation CVPR 2022 Parameter-efficient Continual Learning Framework in Industrial Real-time Text Classification System NAACL 2022