Continual Learning

Recurrent Knowledge Identification and Fusion for Language Model Continual Learning ACL 2025 Reducing Class-wise Confusion for Incremental Learning with Disentangled Manifolds CVPR 2025 ReFu: Recursive Fusion for Exemplar-Free 3D Class-Incremental Learning WACV 2025 Region-Based Optimization in Continual Learning for Audio Deepfake Detection AAAI 2025 Rehearsal with Auxiliary-Informed Sampling for Audio Deepfake Detection Interspeech 2025 ReplayCAD: Generative Diffusion Replay for Continual Anomaly Detection IJCAI 2025 Rethinking LLM Unlearning Objectives: A Gradient Perspective and Go Beyond ICLR 2025 Rethinking Long Context Generation from the Continual Learning Perspective COLING 2025 Rethinking Personalized Aesthetics Assessment: Employing Physique Aesthetics Assessment as An Exemplification CVPR 2025 Rethinking Query-based Transformer for Continual Image Segmentation CVPR 2025 Revisiting Continual Ultra-fine-grained Visual Recognition with Pre-trained Models IJCAI 2025 Revisiting Generative Replay for Class Incremental Object Detection CVPR 2025 Revisiting Pool-based Prompt Learning for Few-shot Class-incremental Learning ICCV 2025 Robust Logit Adjustment for Learning with Long-Tailed Noisy Data AAAI 2025 Robust Machine Unlearning for Quantized Neural Networks via Adaptive Gradient Reweighting with Similar Labels ICCV 2025 Salient Frequency-aware Exemplar Compression for Resource-constrained Online Continual Learning AAAI 2025 SAMULE: Self-Learning Agents Enhanced by Multi-level Reflection EMNLP 2025 SD-LoRA: Scalable Decoupled Low-Rank Adaptation for Class Incremental Learning ICLR 2025 SEC-Prompt:SEmantic Complementary Prompting for Few-Shot Class-Incremental Learning CVPR 2025 SEE: Continual Fine-tuning with Sequential Ensemble of Experts ACL 2025 SegFace: Face Segmentation of Long-Tail Classes AAAI 2025 SelfAug: Mitigating Catastrophic Forgetting in Retrieval-Augmented Generation via Distribution Self-Alignment EMNLP 2025 Self-Expansion of Pre-trained Models with Mixture of Adapters for Continual Learning CVPR 2025 Self-Normalized Resets for Plasticity in Continual Learning ICLR 2025 Self-Reinforcing Prototype Evolution with Dual-Knowledge Cooperation for Semi-Supervised Lifelong Person Re-Identification ICCV 2025