Continual Learning

Multi-View Incremental Learning with Structured Hebbian Plasticity for Enhanced Fusion Efficiency AAAI 2025 Mutual-pairing Data Augmentation for Fewshot Continual Relation Extraction NAACL 2025 NCAdapt: Dynamic Adaptation with Domain-Specific Neural Cellular Automata for Continual Hippocampus Segmentation WACV 2025 Neuroplasticity and Corruption in Model Mechanisms: A Case Study Of Indirect Object Identification NAACL 2025 N-ForGOT: Towards Not-forgetting and Generalization of Open Temporal Graph Learning ICLR 2025 One-for-More: Continual Diffusion Model for Anomaly Detection CVPR 2025 One VLM to Keep it Learning: Generation and Balancing for Data-Free Continual Visual Question Answering WACV 2025 On Large Language Model Continual Unlearning ICLR 2025 Online Fraud Detection via Test-Time Retrieval-Based Representation Enrichment AAAI 2025 Online-LoRA: Task-Free Online Continual Learning via Low Rank Adaptation WACV 2025 Online Task-Free Continual Learning via Dynamic Expansionable Memory Distribution CVPR 2025 On-Policy Algorithms for Continual Reinforcement Learning (Student Abstract) AAAI 2025 On the Convergence of Continual Federated Learning Using Incrementally Aggregated Gradients AISTATS 2025 On the Discrimination and Consistency for Exemplar-Free Class Incremental Learning IJCAI 2025 On the Generalization of Feature Incremental Learning IJCAI 2025 On the Impact of Fine-Tuning on Chain-of-Thought Reasoning NAACL 2025 On the Way to LLM Personalization: Learning to Remember User Conversations ACL 2025 Optimal Protocols for Continual Learning via Statistical Physics and Control Theory ICLR 2025 Optimizing Lifelong Fine-Tuning for Multiple Tasks via Dataless Distribution Replay COLING 2025 Order-Robust Class Incremental Learning: Graph-Driven Dynamic Similarity Grouping CVPR 2025 Orthogonal Finetuning Made Scalable EMNLP 2025 Overcoming Dual Drift for Continual Long-Tailed Visual Question Answering ICCV 2025 PALM: Pushing Adaptive Learning Rate Mechanisms for Continual Test-Time Adaptation AAAI 2025 Parabolic Continual Learning AISTATS 2025 Pareto Continual Learning: Preference-Conditioned Learning and Adaption for Dynamic Stability-Plasticity Trade-off AAAI 2025