catastrophic forgetting

φ-DPO: Fairness Direct Preference Optimization Approach to Continual Learning in Large Multimodal Models CVPR 2026 AdaCuRL: Adaptive Curriculum Reinforcement Learning with Invalid Sample Mitigation and Historical Revisiting AAAI 2026 Adapt Before Continual Learning AAAI 2026 Adversarial Pseudo-replay for Exemplar-free Class-incremental Learning WACV 2026 A Faster Path to Continual Learning CVPR 2026 A Layer-wise Analysis of Supervised Fine-Tuning ACL 2026 An Optimal Transport-driven Approach for Cultivating Latent Space in Online Incremental Learning CVPR 2026 Anti-Degradation Lifelong Multi-View Clustering CVPR 2026 Attention Retention for Continual Learning with Vision Transformers AAAI 2026 Better Matching, Less Forgetting: A Quality-Guided Matcher for Transformer-based Incremental Object Detection AAAI 2026 Beyond Myopic Alignment: Lookahead Optimization for Online Class-Incremental Learning CVPR 2026 Beyond the Static-World: Lifelong Learning for All-in-One Medical Image Restoration CVPR 2026 Can Spectral-Clipping Enable Better Learning While Forgetting Less for Low-Rank Adaptation? ACL 2026 Catastrophic Forgetting in Kolmogorov-Arnold Networks AAAI 2026 CHEEM: Continual Learning by Reuse, New, Adapt and Skip - A Hierarchical Exploration-Exploitation Approach CVPR 2026 CiNuSeg: Class Incremental Nuclei Segmentation via Anchor-driven Consistency Learning with Dual Region Regularization AAAI 2026 CIP-Net: Continual Interpretable Prototype-based Network AAAI 2026 CL2GEC: A Multi-Discipline Benchmark for Continual Learning in Chinese Literature Grammatical Error Correction ACL 2026 Completely Modular Fine-tuning for Dynamic Language Adaptation EACL 2026 ConSurv: Multimodal Continual Learning for Survival Analysis AAAI 2026 Continual Learning for fMRI-Based Brain Disorder Diagnosis via Functional Connectivity Matrices Generative Replay CVPR 2026 Continual-learning for Modelling Low-Resource Languages from Large Language Models EACL 2026 Continual Out-of-Distribution Detection with Analytic Neural Collapse AAAI 2026 Data Heterogeneity and Forgotten Labels in Split Federated Learning AAAI 2026 Decomposing and Composing: Towards Efficient Vision-Language Continual Learning via Rank-1 Expert Pool in a Single LoRA AAAI 2026