Continual Learning

φ-DPO: Fairness Direct Preference Optimization Approach to Continual Learning in Large Multimodal Models CVPR 2026 A Faster Path to Continual Learning CVPR 2026 An Optimal Transport-driven Approach for Cultivating Latent Space in Online Incremental Learning CVPR 2026 Anti-Degradation Lifelong Multi-View Clustering CVPR 2026 Back to Source: Open-Set Continual Test-Time Adaptation via Domain Compensation CVPR 2026 Beyond Myopic Alignment: Lookahead Optimization for Online Class-Incremental Learning CVPR 2026 Beyond the Static World: Continual Category Discovery under Visual Drift CVPR 2026 Beyond the Static-World: Lifelong Learning for All-in-One Medical Image Restoration CVPR 2026 Boosting Vision-Language Models Towards Cross-Domain Incremental Object Detection CVPR 2026 BriMA: Bridged Modality Adaptation for Multi-Modal Continual Action Quality Assessment CVPR 2026 Can Spectral-Clipping Enable Better Learning While Forgetting Less for Low-Rank Adaptation? ACL 2026 CHEEM: Continual Learning by Reuse, New, Adapt and Skip - A Hierarchical Exploration-Exploitation Approach CVPR 2026 Continual Distillation of Teachers from Different Domains CVPR 2026 Continual Learning for fMRI-Based Brain Disorder Diagnosis via Functional Connectivity Matrices Generative Replay CVPR 2026 Convergence of Continual Learning in Homogeneous Deep Networks COLT 2026 Critical Patch-Aware Sparse Prompting with Decoupled Training for Continual Learning on the Edge CVPR 2026 CTTA-T: Continual Test-Time Adaptation for Text Understanding via Teacher-Student with a Domain-aware and Generalized Teacher ACL 2026 Dance Across Shifts: Forward-Facilitation Continual Test-Time Adaptation through Dynamic Style Bridging CVPR 2026 Data Mixing Agent: Learning to Re-weight Domains for Continual Pre-training ACL 2026 Decouple Your Discovery and Memory in Continual Generalized Category Discovery CVPR 2026 DGS: Dual Gradient and Semantic-Shift Guided Low-Rank Adaptation for Class Incremental Learning CVPR 2026 DK-DDIL: Adaptive Knowledge Retention for Dynamic Domain-Incremental Learning in Medical Imaging CVPR 2026 DSCA: Dynamic Subspace Concept Alignment for Lifelong VLM Editing CVPR 2026 Dual-Estimator: Decoupling Global and Local Semantic Shift for Drift Compensation in Class-Incremental Learning CVPR 2026 Dynamic Magic: Unleashing Restricted Knowledge for Lifelong Person Re-Identification CVPR 2026