Continual Learning

Subspace Alignment for CLIP-based Continual Learning via Canonical Correlation Analysis CVPR 2026 TALON: Test-time Adaptive Learning for On-the-Fly Category Discovery CVPR 2026 Task-Free Continual Learning via Order-Invariant Linearized Adaptation and Density-Guided Adapter Routing UAI 2026 Ted-Tok: Maintaining an Evolving Vocabulary for Lifelong Learning ACL 2026 Temporal Imbalance of Positive and Negative Supervision in Class-Incremental Learning CVPR 2026 Towards Dynamic Modality Alignment in Multimodal Continual Learning CVPR 2026 Towards Multimodal Continual Knowledge Embedding with Modality Forgetting Modulation AAAI 2026 Towards Scalable Lifelong Knowledge Editing with Selective Knowledge Suppression ACL 2026 ViLoMem: Agentic Learner with Grow-and-Refine Multimodal Semantic Memory CVPR 2026 ConSense: Continually Sensing Human Activity with WiFi via Growing and Picking AAAI 2025 Continual Slow-and-Fast Adaptation of Latent Neural Dynamics (CoSFan): Meta-Learning What-How & When to Adapt ICLR 2025 Continual Speech Learning with Fused Speech Features Interspeech 2025 Continuous Learning for Children's ASR: Overcoming Catastrophic Forgetting with Elastic Weight Consolidation and Synaptic Intelligence Interspeech 2025 COPR: Continual Human Preference Learning via Optimal Policy Regularization ACL 2025 CPRM: A LLM-based Continual Pre-training Framework for Relevance Modeling in Commercial Search NAACL 2025 CRAM: Large Scale Video Continual Learning with Bootstrapped Compression ICCV 2025 Effect of Multilingual and Domain-adapted Continual Pre-training on Few-shot Promptability ACL 2025 Federated Few-Shot Class-Incremental Learning ICLR 2025 Filling Memory Gaps: Enhancing Continual Semantic Parsing via SQL Syntax Variance-Guided LLMs Without Real Data Replay AAAI 2025 FR²Seg: Continual Segmentation Across Multiple Sites via Fourier Style Replay and Adaptive Consistency Regularization AAAI 2025 L4: Mutual Learning Helps Lifelong Language Learning EMNLP 2025 Large Scale Knowledge Washing ICLR 2025 Learn to Memorize: Scalable Continual Learning in Semiparametric Models with Mixture-of-Neighbors Induction Memory ACL 2025 LOIRE: LifelOng learning on Incremental data via pre-trained language model gRowth Efficiently ICLR 2025 Multi-granularity Knowledge Transfer for Continual Reinforcement Learning IJCAI 2025