Continual Learning

EvoWiki: Evaluating LLMs on Evolving Knowledge ACL 2025 Exploring Rationale Learning for Continual Graph Learning AAAI 2025 FALCON: Fairness Learning via Contrastive Attention Approach to Continual Semantic Scene Understanding CVPR 2025 Ferret: An Efficient Online Continual Learning Framework under Varying Memory Constraints CVPR 2025 Few-Shot Audio-Visual Class-Incremental Learning with Temporal Prompting and Regularization AAAI 2025 FR²Seg: Continual Segmentation Across Multiple Sites via Fourier Style Replay and Adaptive Consistency Regularization AAAI 2025 Fully Few-shot Class-incremental Audio Classification Using Multi-level Embedding Extractor and Ridge Regression Classifier Interspeech 2025 ixi-GEN: Efficient Industrial sLLMs through Domain Adaptive Continual Pretraining EMNLP 2025 Kolmogorov-Arnold Networks Still Catastrophically Forget but Differently from MLP AAAI 2025 L4: Mutual Learning Helps Lifelong Language Learning EMNLP 2025 Learning Conditional Space-Time Prompt Distributions for Video Class-Incremental Learning CVPR 2025 Learn to Memorize: Scalable Continual Learning in Semiparametric Models with Mixture-of-Neighbors Induction Memory ACL 2025 Lifelong Scalable Generative System via Online Maximum Mean Discrepancy AAAI 2025 Listen, Analyze, and Adapt to Learn New Attacks: An Exemplar-Free Class Incremental Learning Method for Audio Deepfake Source Tracing Interspeech 2025 Low-Rank Adaptation in Multilinear Operator Networks for Security-Preserving Incremental Learning CVPR 2025 Make Domain Shift a Catastrophic Forgetting Alleviator in Class-Incremental Learning AAAI 2025 Mitigating Visual Knowledge Forgetting in MLLM Instruction-tuning via Modality-decoupled Gradient Descent EMNLP 2025 Modality-Incremental Learning with Disjoint Relevance Mapping Networks for Image-Based Semantic Segmentation WACV 2025 Multi-Granularity Class Prototype Topology Distillation for Class-Incremental Source-Free Unsupervised Domain Adaptation CVPR 2025 Multi-granularity Knowledge Transfer for Continual Reinforcement Learning IJCAI 2025 Multi-view Fusion and Parameter Perturbation for Few-Shot Class-Incremental Audio Classification Interspeech 2025 Multi-View Incremental Learning with Structured Hebbian Plasticity for Enhanced Fusion Efficiency AAAI 2025 Overcoming Domain Knowledge Forgetting in Continual Test-Time Adaptation via Siamese Networks ACML 2025 Parameter-Efficient Fine-Tuning for Low-Resource Text-to-Speech via Cross-Lingual Continual Learning Interspeech 2025 Rebalancing Multi-Label Class-Incremental Learning AAAI 2025