continual learning

Dual-Estimator: Decoupling Global and Local Semantic Shift for Drift Compensation in Class-Incremental Learning CVPR 2026 Elastic Weight Consolidation Done Right for Continual Learning CVPR 2026 ELLA: Efficient Lifelong Learning for Adapters in Large Language Models EACL 2026 E-Logic Prompt: Unified Energy-Logic Framework for Continual Visual Question Answering AAAI 2026 Enhancing Continual Learning of Vision-Language Models via Dynamic Prefix Weighting CVPR 2026 Evolutionary Strategies at Scale lead to Catastrophic Forgetting ACL 2026 Exemplar-Free Continual Learning for State Space Models CVPR 2026 Expandable and Differentiable Dual Memories with Orthogonal Regularization for Exemplar-free Continual Learning AAAI 2026 Few-Shot Hybrid Incremental Learning:Continually Learning under Data Scarcity and Task Uncertainty CVPR 2026 First Learn, Then Review: Human-Like Continual Learning for Cross-View Geo-Localization with Limited Field of View AAAI 2026 FOREVER: Forgetting Curve-Inspired Memory Replay for Language Model Continual Learning ACL 2026 Forget Less by Learning from Parents Through Hierarchical Relationships AAAI 2026 Forging a Dynamic Memory: Retrieval-Guided Continual Learning for Generalist Medical Foundation Models CVPR 2026 FOZO: Forward-Only Zeroth-Order Prompt Optimization for Test-Time Adaptation CVPR 2026 From Continual Learning to SGD and Back: Better Rates for Continual Linear Models ALT 2026 FT-MoE: Sustainable-learning Mixture of Experts for Fault-Tolerant Computing AAAI 2026 GeCo-SRT: Geometry-aware Continual Adaptation for Cross-Task Sim-to-Real Transfer CVPR 2026 Gene Incremental Learning for Single-Cell Transcriptomics AAAI 2026 Geometry-driven OOD Detectors Are Class-Incremental Learners CVPR 2026 GOAL: Geometrically Optimal Alignment for Continual Generalized Category Discovery AAAI 2026 Grow-on-Demand: Sparse and Adaptive Expert Expansion for Continual Instruction Tuning AAAI 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 Harnessing Textual Semantic Priors for Knowledge Transfer and Refinement in CLIP-Driven Continual Learning AAAI 2026 HiCL: Hippocampal-Inspired Continual Learning AAAI 2026