Continual Learning

Feature Decomposition-Recomposition in Large Vision-Language Model for Few-Shot Class-Incremental Learning ICCV 2025 FedAGC: Federated Continual Learning with Asymmetric Gradient Correction ICCV 2025 Federated Class-Incremental Learning: A Hybrid Approach Using Latent Exemplars and Data-Free Techniques to Address Local and Global Forgetting ICLR 2025 Federated-Continual Dynamic Segmentation of Histopathology Guided by Barlow Continuity WACV 2025 Federated Continual Instruction Tuning ICCV 2025 Federated Continual Learning Goes Online: Uncertainty-Aware Memory Management for Vision Tasks and Beyond ICLR 2025 Federated Continuous Category Discovery and Learning ICCV 2025 Federated Incremental Named Entity Recognition COLING 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 Few-Shot Incremental Multi-modal Learning via Touch Guidance and Imaginary Vision Synthesis IJCAI 2025 Few-Shot, No Problem: Descriptive Continual Relation Extraction AAAI 2025 Filling Memory Gaps: Enhancing Continual Semantic Parsing via SQL Syntax Variance-Guided LLMs Without Real Data Replay AAAI 2025 Flexi-FSCIL: Adaptive Knowledge Retention for Breaking the Stability-Plasticity Dilemma in Few-Shot Class-Incremental Learning ICCV 2025 FORGETTER with forgetful hyperparameters and recurring sleeps can continue to learn beyond normal overtfitting limits EMNLP 2025 FR²Seg: Continual Segmentation Across Multiple Sites via Fourier Style Replay and Adaptive Consistency Regularization AAAI 2025 From End-to-end to Step-by-step: Learning to Abstract via Abductive Reinforcement Learning IJCAI 2025 From General Relation Patterns to Task-Specific Decision-Making in Continual Multi-Agent Coordination IJCAI 2025 From Lazy to Rich: Exact Learning Dynamics in Deep Linear Networks ICLR 2025 Fully Test-Time Adaptation for Feature Decrement in Tabular Data IJCAI 2025 GaussianUpdate: Continual 3D Gaussian Splatting Update for Changing Environments ICCV 2025 GCD: Advancing Vision-Language Models for Incremental Object Detection via Global Alignment and Correspondence Distillation AAAI 2025 Generalization-Preserved Learning: Closing the Backdoor to Catastrophic Forgetting in Continual Deepfake Detection ICCV 2025 General Scene Adaptation for Vision-and-Language Navigation ICLR 2025 Gradient Decomposition and Alignment for Incremental Object Detection ICCV 2025