Continual Learning

CLFace: A Scalable and Resource-Efficient Continual Learning Framework for Lifelong Face Recognition WACV 2025 CL-LoRA: Continual Low-Rank Adaptation for Rehearsal-Free Class-Incremental Learning CVPR 2025 CL-MoE: Enhancing Multimodal Large Language Model with Dual Momentum Mixture-of-Experts for Continual Visual Question Answering CVPR 2025 Closed-Form Merging of Parameter-Efficient Modules for Federated Continual Learning ICLR 2025 CL-Splats: Continual Learning of Gaussian Splatting with Local Optimization ICCV 2025 CMT: A Memory Compression Method for Continual Knowledge Learning of Large Language Models AAAI 2025 CODE-CL: Conceptor-Based Gradient Projection for Deep Continual Learning ICCV 2025 COLUR: Confidence-Oriented Learning, Unlearning and Relearning with Noisy-Label Data for Model Restoration and Refinement IJCAI 2025 CoMBO: Conflict Mitigation via Branched Optimization for Class Incremental Segmentation CVPR 2025 CoME: An Unlearning-based Approach to Conflict-free Model Editing NAACL 2025 Compress to One Point: Neural Collapse for Pre-Trained Model-Based Class-Incremental Learning AAAI 2025 ConceptGuard: Continual Personalized Text-to-Image Generation with Forgetting and Confusion Mitigation CVPR 2025 ConDo: Continual Domain Expansion for Absolute Pose Regression AAAI 2025 Continual Adaptation: Environment-Conditional Parameter Generation for Object Detection in Dynamic Scenarios ICCV 2025 Continual Gradient Low-Rank Projection Fine-Tuning for LLMs ACL 2025 Continual Learning in 3D Point Clouds: Employing Spectral Techniques for Exemplar Selection WACV 2025 Continual Learning in Large Language Models: Foundations to Frontiers IJCNLP 2025 Continual Learning in Multilingual Sign Language Translation NAACL 2025 Continual Learning of Large Language Models EMNLP 2025 Continual Learning of Personalized Generative Face Models with Experience Replay WACV 2025 Continual Learning Using a Kernel-Based Method Over Foundation Models AAAI 2025 Continual Learning Using Only Large Language Model Prompting COLING 2025 Continual Multiple Instance Learning with Enhanced Localization for Histopathological Whole Slide Image Analysis ICCV 2025 Continual Personalization for Diffusion Models ICCV 2025 Continual Unsupervised Generative Modelling via Online Optimal Transport AAAI 2025