Continual Learning

Elastic Weight Consolidation Done Right for Continual Learning CVPR 2026 Enhancing Continual Learning of Vision-Language Models via Dynamic Prefix Weighting CVPR 2026 EW-DETR: Evolving World Object Detection via Incremental Low-Rank DEtection TRansformer CVPR 2026 Exemplar-Free Class Incremental Learning via Preserving Class-Discriminative Structure CVPR 2026 Exemplar-Free Continual Learning for State Space Models CVPR 2026 Few-Shot Incremental 3D Object Detection in Dynamic Indoor Environments CVPR 2026 Forget Less by Learning Together through Concept Consolidation WACV 2026 From Experts to Bases: Orthogonal Subspace Mixture for Continual Multimodal Instruction Tuning ACL 2026 From Selection to Scheduling: Federated Geometry-Aware Correction Makes Exemplar Replay Work Better under Continual Dynamic Heterogeneity CVPR 2026 Geometry-driven OOD Detectors Are Class-Incremental Learners CVPR 2026 Harmonious Parameter Adaptation in Continual Visual Instruction Tuning for Safety-Aligned MLLMs CVPR 2026 Harmonizing the Past, Present, and Future: A Null-Space Constrained Region-Specific Method for Continual Learning in LLMs ACL 2026 Incremental Object Detection via Future-Aware Decoupled Cross-Head Distillation CVPR 2026 InvCoSS: Inversion-driven Continual Self-supervised Learning in Medical Multi-modal Image Pre-training CVPR 2026 Is Parameter Isolation Better for Prompt-Based Continual Learning? CVPR 2026 K-Merge: Online Continual Merging of Adapters for On-device Large Language Models ACL 2026 Learning from Itself: Mining Internal Knowledge from Vision Language Models for Continual Learning CVPR 2026 Live Interactive Training for Video Segmentation CVPR 2026 Multimodal Continual Instruction Tuning with Dynamic Gradient Guidance CVPR 2026 OASIS: Online Sample Selection for Continual Instruction Tuning ACL 2026 Parameter-efficient Continual Learning for Enhancing Plasticity without Forgetting under Limited Model Capacity CVPR 2026 Parameterized Prompt for Incremental Object Detection CVPR 2026 Perplexity-Aware Data Scaling Law: Perplexity Landscapes Predict Performance for Continual Pre-training ACL 2026 Quantized Residuals to Continuous Prompts for Few-Shot Class Incremental Learning in Vision-Language Models CVPR 2026 Reinforcement Learning on Pre-Training Data ACL 2026