catastrophic forgetting

SAMCL: Empowering SAM to Continually Learn from Dynamic Domains with Extreme Storage Efficiency AAAI 2026 Semantic-Guided Global-Local Collaborative Prompt Learning for Few-Shot Class Incremental Learning CVPR 2026 SLoRA: Balancing Plasticity and Forgetting in Large Language Models for Continual Learning ACL 2026 Soft Orthogonal Low-Rank Adaptation for Knowledge Sharing in Large Language Model Continual Learning ACL 2026 Sparse Adapter Fusion for Continual Learning in NLP EACL 2026 Sparse Spectral LoRA: Routed Experts for Medical VLMs CVPR 2026 Spectral Mixture-of-Experts for Continual Learning CVPR 2026 TAPE: Task-Adaptive Prototype Evolution in Audio-Language Models for Fully Few-shot Class-incremental Audio Classification CVPR 2026 Task-Free Continual Learning via Order-Invariant Linearized Adaptation and Density-Guided Adapter Routing UAI 2026 Temporal Imbalance of Positive and Negative Supervision in Class-Incremental Learning CVPR 2026 The Blind Spot of Adaptation: Quantifying and Mitigating Forgetting in Fine-tuned Driving Models CVPR 2026 The Dominance of Text Space: Unveiling the Asymmetric Nature of Cross-Modal Alignment in Large Language Models ACL 2026 Time Series Class-Incremental Learning via Confidence-guided Mask Distillation and Prototype-guided Contrastive Learning AAAI 2026 Topology-aware Knowledge Preservation for Class-Incremental Learning AAAI 2026 Towards an Incremental Unified Multimodal Anomaly Detection: Augmenting Multimodal Denoising From an Information Bottleneck Perspective CVPR 2026 Towards Dynamic Modality Alignment in Multimodal Continual Learning CVPR 2026 Towards Multimodal Continual Knowledge Embedding with Modality Forgetting Modulation AAAI 2026 Towards Scalable Lifelong Knowledge Editing with Selective Knowledge Suppression ACL 2026 Towards Stable Federated Continual Test-Time Adaptation in Wild World CVPR 2026 Unified Representation Causal Prompt Distillation for Re-Inference-Free Lifelong Person Re-Identification AAAI 2026 Unifying Locality of KANs and Feature Drift Compensation Projection for Data-Free Replay Based Continual Face Forgery Detection AAAI 2026 Unlocking Positive Transfer in Incrementally Learning Surgical Instruments: A Self-reflection Hierarchical Prompt Framework CVPR 2026 VFA: Empowering Multilingual MLLMs via Vision-Free Adaptation ACL 2026 ViLoMem: Agentic Learner with Grow-and-Refine Multimodal Semantic Memory CVPR 2026 Vision-Language Attribute Disentanglement and Reinforcement for Lifelong Person Re-Identification CVPR 2026