catastrophic forgetting

L4: Mutual Learning Helps Lifelong Language Learning EMNLP 2025 LAGD: Local Topological-Alignment and Global Semantic-Deconstruction for Incremental 3D Semantic Segmentation AAAI 2025 Language Guided Concept Bottleneck Models for Interpretable Continual Learning CVPR 2025 Lark: Low-Rank Updates After Knowledge Localization for Few-shot Class-Incremental Learning ICCV 2025 Last Iterate Convergence of Incremental Methods as a Model of Forgetting ICLR 2025 Learning Endogenous Attention for Incremental Object Detection CVPR 2025 Learning without Isolation: Pathway Protection for Continual Learning ICML 2025 Learning Yourself: Class-Incremental Semantic Segmentation with Language-Inspired Bootstrapped Disentanglement ICCV 2025 LEARN: Knowledge Adaptation from Large Language Model to Recommendation for Practical Industrial Application AAAI 2025 Less, but Better: Efficient Multilingual Expansion for LLMs via Layer-wise Mixture-of-Experts ACL 2025 LiBOG: Lifelong Learning for Black-Box Optimizer Generation IJCAI 2025 Lifelong Model Editing with Graph-Based External Memory ACL 2025 LiNeS: Post-training Layer Scaling Prevents Forgetting and Enhances Model Merging ICLR 2025 Listen, Analyze, and Adapt to Learn New Attacks: An Exemplar-Free Class Incremental Learning Method for Audio Deepfake Source Tracing Interspeech 2025 Locate-then-Merge: Neuron-Level Parameter Fusion for Mitigating Catastrophic Forgetting in Multimodal LLMs EMNLP 2025 LOIRE: LifelOng learning on Incremental data via pre-trained language model gRowth Efficiently ICLR 2025 LoRASculpt: Sculpting LoRA for Harmonizing General and Specialized Knowledge in Multimodal Large Language Models CVPR 2025 Low-Rank Adaptation in Multilinear Operator Networks for Security-Preserving Incremental Learning CVPR 2025 MaintaAvatar: A Maintainable Avatar Based on Neural Radiance Fields by Continual Learning AAAI 2025 Maintaining Fairness in Logit-based Knowledge Distillation for Class-Incremental Learning AAAI 2025 Make Domain Shift a Catastrophic Forgetting Alleviator in Class-Incremental Learning AAAI 2025 MalCL: Leveraging GAN-Based Generative Replay to Combat Catastrophic Forgetting in Malware Classification AAAI 2025 Memory-Efficient Continual Learning with Neural Collapse Contrastive WACV 2025 Meta-Continual Learning of Neural Fields ICLR 2025 Mitigating Catastrophic Forgetting in Large Language Models with Forgetting-aware Pruning EMNLP 2025