Continual Learning

Robust Mean Teacher for Continual and Gradual Test-Time Adaptation CVPR 2023 Saliency Guided Experience Packing for Replay in Continual Learning WACV 2023 Saving 100x Storage: Prototype Replay for Reconstructing Training Sample Distribution in Class-Incremental Semantic Segmentation NeurIPS 2023 ScoNe: Benchmarking Negation Reasoning in Language Models With Fine-Tuning and In-Context Learning ACL 2023 Selective Amnesia: A Continual Learning Approach to Forgetting in Deep Generative Models NeurIPS 2023 Selective experience replay compression using coresets for lifelong deep reinforcement learning in medical imaging MIDL 2023 Self-Evolved Dynamic Expansion Model for Task-Free Continual Learning ICCV 2023 Self-Organizing Pathway Expansion for Non-Exemplar Class-Incremental Learning ICCV 2023 Self-Supervised Continual Graph Learning in Adaptive Riemannian Spaces AAAI 2023 Sequence-Level Knowledge Distillation for Class-Incremental End-to-End Spoken Language Understanding Interspeech 2023 Sequential Learning of Neural Networks for Prequential MDL ICLR 2023 Serial Contrastive Knowledge Distillation for Continual Few-shot Relation Extraction ACL 2023 Simple Temporal Adaptation to Changing Label Sets: Hashtag Prediction via Dense KNN EMNLP 2023 SKD-NER: Continual Named Entity Recognition via Span-based Knowledge Distillation with Reinforcement Learning EMNLP 2023 Skill-it! A data-driven skills framework for understanding and training language models NeurIPS 2023 SLCA: Slow Learner with Classifier Alignment for Continual Learning on a Pre-trained Model ICCV 2023 Space-time Prompting for Video Class-incremental Learning ICCV 2023 Sparse Coding in a Dual Memory System for Lifelong Learning AAAI 2023 SSFE-Net: Self-Supervised Feature Enhancement for Ultra-Fine-Grained Few-Shot Class Incremental Learning WACV 2023 Structure Aware Incremental Learning with Personalized Imitation Weights for Recommender Systems AAAI 2023 Sub-network Discovery and Soft-masking for Continual Learning of Mixed Tasks EMNLP 2023 Survey on Online Streaming Continual Learning IJCAI 2023 Sustaining Fairness via Incremental Learning AAAI 2023 Symbolic Replay: Scene Graph as Prompt for Continual Learning on VQA Task AAAI 2023 Synergies between Disentanglement and Sparsity: Generalization and Identifiability in Multi-Task Learning ICML 2023