Continual Learning

Efficient Domain Continual pretraining by Mitigating the Stability Gap ACL 2025 EfficientPIE: Real-Time Prediction on Pedestrian Crossing Intention with Sole Observation IJCAI 2025 Efficient Prompting for Continual Adaptation to Missing Modalities NAACL 2025 ELDER: Enhancing Lifelong Model Editing with Mixture-of-LoRA AAAI 2025 Empowering Math Problem Generation and Reasoning for Large Language Model via Synthetic Data based Continual Learning Framework EMNLP 2025 Enabling Self-Improving Agents to Learn at Test Time With Human-In-The-Loop Guidance EMNLP 2025 Enhancing Discriminative Representation in Similar Relation Clusters for Few-Shot Continual Relation Extraction NAACL 2025 Enhancing Domain-Specific Encoder Models with LLM-Generated Data: How to Leverage Ontologies, and How to Do Without Them EMNLP 2025 Enhancing Embodied Object Detection with Spatial Feature Memory WACV 2025 Enhancing Few-Shot Class-Incremental Learning via Training-Free Bi-Level Modality Calibration CVPR 2025 Enhancing LLM Knowledge Learning through Generalization EMNLP 2025 Enhancing Multimodal Continual Instruction Tuning with BranchLoRA ACL 2025 Enhancing Online Continual Learning with Plug-and-Play State Space Model and Class-Conditional Mixture of Discretization CVPR 2025 Enhancing Robustness in Incremental Learning with Adversarial Training AAAI 2025 ESSENTIAL: Episodic and Semantic Memory Integration for Video Class-Incremental Learning ICCV 2025 EvoCL: Continual Learning over Evolving Domains WACV 2025 EvoWiki: Evaluating LLMs on Evolving Knowledge ACL 2025 Expand and Compress: Exploring Tuning Principles for Continual Spatio-Temporal Graph Forecasting ICLR 2025 Exploring Forgetting in Large Language Model Pre-Training ACL 2025 Exploring Rationale Learning for Continual Graph Learning AAAI 2025 Exploring The Forgetting in Adversarial Training: A Novel Method for Enhancing Robustness ICLR 2025 Exploring the Stability Gap in Continual Learning: The Role of the Classification Head WACV 2025 External Knowledge Injection for CLIP-Based Class-Incremental Learning ICCV 2025 FALCON: Fairness Learning via Contrastive Attention Approach to Continual Semantic Scene Understanding CVPR 2025 Fast and Slow Streams for Online Time Series Forecasting Without Information Leakage ICLR 2025