catastrophic forgetting

Grow-on-Demand: Sparse and Adaptive Expert Expansion for Continual Instruction Tuning AAAI 2026 HAD: Heterogeneity-Aware Distillation for Lifelong Heterogeneous Learning 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 HiCL: Hippocampal-Inspired Continual Learning AAAI 2026 HiEdit: Lifelong Model Editing with Hierarchical Reinforcement Learning ACL 2026 HLML-SNN：Fast Continual Learning in Spiking Neural Networks Achieved via Hebbian Learning-Driven Meta-Learning AAAI 2026 If an LLM Were a Character, Would It Know Its Own Story? Evaluating Lifelong Learning in LLMs ACL 2026 Incorporating Multiword Expressions in Galician Neural Machine Translation: Compositionality, Efficiency, and Performance EACL 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 KSS-MoE: Knowledge Space Synergy Framework in Mixture of Experts for Continual Visual Instruction Tuning AAAI 2026 L2-LoRA: Improving Low-Rank Adaptation with Layer-Specific Regularization AAAI 2026 Learning Adaptive and Expandable Mixture Model for Continual Learning AAAI 2026 Learning with Preserving for Continual Multitask Learning AAAI 2026 LifeAlign: Lifelong Alignment for Large Language Models with Memory-Augmented Focalized Preference Optimization AAAI 2026 Lifelong Domain Adaptive 3D Human Pose Estimation AAAI 2026 Lifelong Language-Conditioned Robotic Manipulation Learning AAAI 2026 LoKI: Low-Damage Knowledge Implanting of Large Language Models AAAI 2026 LoRA in LoRA: Towards Parameter-Efficient Architecture Expansion for Continual Visual Instruction Tuning AAAI 2026 MedPEFT-CL: Dual-Phase Parameter-Efficient Continual Learning with Medical Semantic Adapter and Bidirectional Memory Consolidation WACV 2026 MergeSlide: Continual Model Merging and Task-to-Class Prompt-Aligned Inference for Lifelong Learning on Whole Slide Images WACV 2026 MetaGDPO: Alleviating Catastrophic Forgetting with Metacognitive Knowledge Through Group Direct Preference Optimization AAAI 2026 MIND: From Passive Mimicry to Active Reasoning through Capability-Aware Multi-Perspective CoT Distillation ACL 2026