Continual Learning

Adaptive Retention & Correction: Test-Time Training for Continual Learning ICLR 2025 Advancing Multiple Instance Learning with Continual Learning for Whole Slide Imaging CVPR 2025 Advancing Prompt-Based Methods for Replay-Independent General Continual Learning ICLR 2025 Advancing SMoE for Continuous Domain Adaptation of MLLMs: Adaptive Router and Domain-Specific Loss ACL 2025 Adversarial Robust Memory-Based Continual Learner ICCV 2025 A Generative Adaptive Replay Continual Learning Model for Temporal Knowledge Graph Reasoning ACL 2025 AIC3DOD: Advancing Indoor Class-Incremental 3D Object Detection with Point Transformer Architecture and Room Layout Constraints WACV 2025 AIMMerging: Adaptive Iterative Model Merging Using Training Trajectories for Language Model Continual Learning EMNLP 2025 ALADE-SNN: Adaptive Logit Alignment in Dynamically Expandable Spiking Neural Networks for Class Incremental Learning AAAI 2025 Amuro & Char: Analyzing the Relationship between Pre-Training and Fine-Tuning of Large Language Models NAACL 2025 AnalyticKWS: Towards Exemplar-Free Analytic Class Incremental Learning for Small-footprint Keyword Spotting ACL 2025 AnchorInv: Few-Shot Class-Incremental Learning of Physiological Signals via Feature Space-Guided Inversion AAAI 2025 An Effective Incorporating Heterogeneous Knowledge Curriculum Learning for Sequence Labeling ACL 2025 An Efficient Rehearsal Scheme for Catastrophic Forgetting Mitigation during Multi-stage Fine-tuning NAACL 2025 An Open-Ended Learning Framework for Opponent Modeling AAAI 2025 Any-SSR: How Recursive Least Squares Works in Continual Learning of Large Language Model ICCV 2025 APT: Improving Specialist LLM Performance with Weakness Case Acquisition and Iterative Preference Training ACL 2025 A Reality Check on Pre-training for Exemplar-free Class-Incremental Learning WACV 2025 Are Exemplar-Based Class Incremental Learning Models Victim of Black-Box Poison Attacks? WACV 2025 A Second-Order Perspective on Model Compositionality and Incremental Learning ICLR 2025 Ask and Remember: A Questions-Only Replay Strategy for Continual Visual Question Answering ICCV 2025 A Theory of Initialisation's Impact on Specialisation ICLR 2025 A Tiny Change, A Giant Leap: Long-Tailed Class-Incremental Learning via Geometric Prototype Alignment ICCV 2025 ATLAS: Agent Tuning via Learning Critical Steps ACL 2025 Attack on Prompt: Backdoor Attack in Prompt-Based Continual Learning AAAI 2025