Continual Learning

Meta-Reflection: A Feedback-Free Reflection Learning Framework ACL 2025 Metric-Agnostic Continual Learning for Sustainable Group Fairness AAAI 2025 MicroEdit: Neuron-level Knowledge Disentanglement and Localization in Lifelong Model Editing EMNLP 2025 Mind the Gap: Preserving and Compensating for the Modality Gap in CLIP-Based Continual Learning ICCV 2025 Mining your own secrets: Diffusion Classifier Scores for Continual Personalization of Text-to-Image Diffusion Models ICLR 2025 MIRACLE 3D: Memory-efficient Integrated Robust Approach for Continual Learning on 3D Point Clouds via Shape Model Construction ICLR 2025 Mitigating Catastrophic Forgetting in Large Language Models with Forgetting-aware Pruning EMNLP 2025 Mitigating Forgetting in Continual Learning with Selective Gradient Projection IJCNLP 2025 Mitigating Non-Representative Prototypes and Representation Bias in Few-Shot Continual Relation Extraction ACL 2025 Mitigating Visual Knowledge Forgetting in MLLM Instruction-tuning via Modality-decoupled Gradient Descent EMNLP 2025 Mix-CPT: A Domain Adaptation Framework via Decoupling Knowledge Learning and Format Alignment ICLR 2025 Mixture of LoRA Experts for Continual Information Extraction with LLMs EMNLP 2025 Mixture of LoRA Experts for Low-Resourced Multi-Accent Automatic Speech Recognition Interspeech 2025 MKT: A Multi-Stage Knowledge Transfer Framework to Mitigate Catastrophic Forgetting in Multi-Domain Chinese Spelling Correction EMNLP 2025 MMRC: A Large-Scale Benchmark for Understanding Multimodal Large Language Model in Real-World Conversation ACL 2025 Modality-Incremental Learning with Disjoint Relevance Mapping Networks for Image-Based Semantic Segmentation WACV 2025 ModalPrompt: Towards Efficient Multimodal Continual Instruction Tuning with Dual-Modality Guided Prompt EMNLP 2025 MOS: Model Surgery for Pre-Trained Model-Based Class-Incremental Learning AAAI 2025 Multi-Edge Reinforced Collaborative Data Acquisition for Continuous Video Analytics by Prioritizing Quality over Quantity AAAI 2025 Multi-Granularity Class Prototype Topology Distillation for Class-Incremental Source-Free Unsupervised Domain Adaptation CVPR 2025 Multi-granularity Knowledge Transfer for Continual Reinforcement Learning IJCAI 2025 Multi-Label Continual Learning for the Medical Domain: A Novel Benchmark WACV 2025 Multilingual Continual Learning using Attention Distillation COLING 2025 MultiSFL: Towards Accurate Split Federated Learning via Multi-Model Aggregation and Knowledge Replay AAAI 2025 Multi-Stage LLM Fine-Tuning with a Continual Learning Setting NAACL 2025