Continual Learning

CAPrompt: Cyclic Prompt Aggregation for Pre-Trained Model Based Class Incremental Learning AAAI 2025 CMT: A Memory Compression Method for Continual Knowledge Learning of Large Language Models AAAI 2025 CoMBO: Conflict Mitigation via Branched Optimization for Class Incremental Segmentation CVPR 2025 ConSense: Continually Sensing Human Activity with WiFi via Growing and Picking AAAI 2025 Continual Gradient Low-Rank Projection Fine-Tuning for LLMs ACL 2025 Continual Personalization for Diffusion Models ICCV 2025 Continual Pre-Training is (not) What You Need in Domain Adaptation ACML 2025 Continual Unsupervised Generative Modelling via Online Optimal Transport AAAI 2025 Continuous Learning for Children's ASR: Overcoming Catastrophic Forgetting with Elastic Weight Consolidation and Synaptic Intelligence Interspeech 2025 CRAM: Large Scale Video Continual Learning with Bootstrapped Compression ICCV 2025 Data-Efficient Selection via Grammatical Complexity in Continual Pre-training of Domain-Specific LLMs EMNLP 2025 DCA: Dividing and Conquering Amnesia in Incremental Object Detection AAAI 2025 Divide and Orthogonalize: Efficient Continual Learning with Local Model Space Projection UAI 2025 DKC: Differentiated Knowledge Consolidation for Cloth-Hybrid Lifelong Person Re-identification CVPR 2025 Don’t Half-listen: Capturing Key-part Information in Continual Instruction Tuning ACL 2025 Do Your Best and Get Enough Rest for Continual Learning CVPR 2025 DualCP: Rehearsal-Free Domain-Incremental Learning via Dual-Level Concept Prototype AAAI 2025 Dynamic Expansion Diffusion Learning for Lifelong Generative Modelling AAAI 2025 Effect of Multilingual and Domain-adapted Continual Pre-training on Few-shot Promptability ACL 2025 Efficient Domain Continual pretraining by Mitigating the Stability Gap ACL 2025 ELDER: Enhancing Lifelong Model Editing with Mixture-of-LoRA AAAI 2025 Emergent Abilities of Large Language Models under Continued Pre-training for Language Adaptation ACL 2025 Enhancing Multimodal Continual Instruction Tuning with BranchLoRA ACL 2025 Enhancing Online Continual Learning with Plug-and-Play State Space Model and Class-Conditional Mixture of Discretization CVPR 2025 Enhancing Robustness in Incremental Learning with Adversarial Training AAAI 2025