continual learning

CL2GEC: A Multi-Discipline Benchmark for Continual Learning in Chinese Literature Grammatical Error Correction ACL 2026 Compensating Distribution Drifts in Continual Learning with Pre-trained Vision Transformers AAAI 2026 Conflict-Aware Memory for Embodied Agents: Enhancing Vector Data Quality via Detection Rules ACL 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 Neural Topic Model EACL 2026 Continual Out-of-Distribution Detection with Analytic Neural Collapse AAAI 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 DarwinTOD: LLM-Driven Lifelong Self-evolution for Task-oriented Dialog Systems ACL 2026 Decomposing and Composing: Towards Efficient Vision-Language Continual Learning via Rank-1 Expert Pool in a Single LoRA AAAI 2026 Decomposing Prompts, Composing Actions: A Multi-Granularity Prompting Approach for Incremental Action Learning AAAI 2026 Decouple Your Discovery and Memory in Continual Generalized Category Discovery CVPR 2026 Decoupling Continual Semantic Segmentation AAAI 2026 Dejavu: Towards Experience Feedback Learning for Embodied Intelligence CVPR 2026 DeLo: Dual Decomposed Low-Rank Experts Collaboration for Continual Missing Modality Learning AAAI 2026 Demystifying Mixed Outcomes of Self-Training: Pre-training Analyses on Non-Toy LLMs EACL 2026 DGS: Dual Gradient and Semantic-Shift Guided Low-Rank Adaptation for Class Incremental Learning CVPR 2026 DiAPR: Dimensionally-Allocated Prototype Refinement for Non-Exemplar Class Incremental Learning AAAI 2026 Discovering Hybrid World Representations with Co-Evolving Foundation Models AAAI 2026 Distillation-Guided Structural Transfer for Continual Learning Beyond Sparse Distributed Memory AAAI 2026 DK-DDIL: Adaptive Knowledge Retention for Dynamic Domain-Incremental Learning in Medical Imaging CVPR 2026 DREAM: Dynamic Prompts and GuidedMix for Efficient Continual Adaptation of Visual-Language Models WACV 2026 Drift-aware Collaborative Assistance Mixture of Experts for Heterogeneous Multistream Learning AAAI 2026 DSCA: Dynamic Subspace Concept Alignment for Lifelong VLM Editing CVPR 2026