Continual Learning

Learning system dynamics without forgetting ICLR 2025 Learning to Extrapolate and Adjust: Two-Stage Meta-Learning for Concept Drift in Online Time Series Forecasting IJCAI 2025 Learning Yourself: Class-Incremental Semantic Segmentation with Language-Inspired Bootstrapped Disentanglement ICCV 2025 Learn to Memorize: Scalable Continual Learning in Semiparametric Models with Mixture-of-Neighbors Induction Memory ACL 2025 LexTempus: Enhancing Temporal Generalizability of Legal Language Models Through Dynamic Mixture of Experts ACL 2025 LiBOG: Lifelong Learning for Black-Box Optimizer Generation IJCAI 2025 Lifelong Knowledge Editing for Vision Language Models with Low-Rank Mixture-of-Experts CVPR 2025 Lifelong Knowledge Editing requires Better Regularization EMNLP 2025 Lifelong Scalable Generative System via Online Maximum Mean Discrepancy AAAI 2025 LongReD: Mitigating Short-Text Degradation of Long-Context Large Language Models via Restoration Distillation ACL 2025 LoRanPAC: Low-rank Random Features and Pre-trained Models for Bridging Theory and Practice in Continual Learning ICLR 2025 LoRASculpt: Sculpting LoRA for Harmonizing General and Specialized Knowledge in Multimodal Large Language Models CVPR 2025 LoRA Subtraction for Drift-Resistant Space in Exemplar-Free Continual Learning CVPR 2025 Low-Rank Adaptation in Multilinear Operator Networks for Security-Preserving Incremental Learning CVPR 2025 LP-FT-LoRA: A Three-Stage PEFT Framework for Efficient Domain Adaptation in Bangla NLP Tasks AACL 2025 MAD: Memory-Augmented Detection of 3D Objects CVPR 2025 MaintaAvatar: A Maintainable Avatar Based on Neural Radiance Fields by Continual Learning AAAI 2025 Maintaining Consistent Inter-Class Topology in Continual Test-Time Adaptation CVPR 2025 Maintaining Fairness in Logit-based Knowledge Distillation for Class-Incremental Learning AAAI 2025 Make Domain Shift a Catastrophic Forgetting Alleviator in Class-Incremental Learning AAAI 2025 MalCL: Leveraging GAN-Based Generative Replay to Combat Catastrophic Forgetting in Malware Classification AAAI 2025 Memorization vs. Reasoning: Updating LLMs with New Knowledge ACL 2025 Memory-Efficient Continual Learning with Neural Collapse Contrastive WACV 2025 Merge then Realign: Simple and Effective Modality-Incremental Continual Learning for Multimodal LLMs EMNLP 2025 Meta-Continual Learning of Neural Fields ICLR 2025