Active Learning

Dynamic Epistemic Friction in Dialogue CoNLL 2025 EDGE: Efficient Data Selection for LLM Agents via Guideline Effectiveness IJCAI 2025 Efficient Biological Data Acquisition through Inference Set Design ICLR 2025 Efficiently Learning at Test-Time: Active Fine-Tuning of LLMs ICLR 2025 Efficient Robot Learning via Interaction with Humans AAAI 2025 Effortless Active Labeling for Long-Term Test-Time Adaptation CVPR 2025 ELFS: Label-Free Coreset Selection with Proxy Training Dynamics ICLR 2025 Eliciting Human Preferences with Language Models ICLR 2025 Endoscopic Scoring and Localization in Unconstrained Clinical Trial Videos WACV 2025 Enhancing BERT Fine-Tuning for Sentiment Analysis in Lower-Resourced Languages IJCNLP 2025 Enhancing Few-Shot Vision-Language Classification with Large Multimodal Model Features ICCV 2025 Enhancing LLM-as-a-Judge through Active-Sampling-based Prompt Optimization ACL 2025 Enhancing Prediction Performance through Influence Measure ICLR 2025 Evaluation of Active Feature Acquisition Methods for Time-varying Feature Settings JMLR 2025 Exploratory Preference Optimization: Harnessing Implicit Q*-Approximation for Sample-Efficient RLHF ICLR 2025 Exploring Multimodal Foundation AI and Expert-in-the-Loop for Sustainable Management of Wild Salmon Fisheries in Indigenous Rivers IJCAI 2025 Exploring the Cost-Effectiveness of Perspective Taking in Crowdsourcing Subjective Assessment: A Case Study of Toxicity Detection NAACL 2025 Faster Annotation for Elevation-Guided Flood Extent Mapping by Consistency-Enhanced Active Learning IJCAI 2025 Fine-tuning can Help Detect Pretraining Data from Large Language Models ICLR 2025 From Easy to Hard: Progressive Active Learning Framework for Infrared Small Target Detection with Single Point Supervision ICCV 2025 From Selection to Generation: A Survey of LLM-based Active Learning ACL 2025 Generative Active Learning for Long-tail Trajectory Prediction via Controllable Diffusion Model ICCV 2025 Hierarchical Multi-Source Uncertainty Aggregation for Interactive Video Captioning AAAI 2025 Improving Task Diversity in Label Efficient Supervised Finetuning of LLMs EMNLP 2025 Inconsistency-Based Federated Active Learning IJCAI 2025