Active Learning

Active Constraint Learning in High Dimensions from Demonstrations L4DC 2026 Causal and Active Learning-Based Counterfactual Chest X-ray Generation for Supporting Clinical Decision-Making in Lung Disease CLeaR 2026 Cleaning the Pool: Progressive Filtering of Unlabeled Pools in Deep Active Learning CVPR 2026 CoAct: Co-Active LLM Preference Learning with Human-AI Synergy ACL 2026 COBALT: Censored Optimization and Bayesian Active Learning Techniques UAI 2026 Coverage Optimization for Camera View Selection CVPR 2026 Explore, Refine, then Commit: Nearly Optimal Multi-Group Mean Estimation with Active Learning UAI 2026 Instruction Data Selection via Answer Divergence ACL 2026 LLMs for Now, Fine-Tuning for Later: An Ensemble Approach to Data Drift in Domain-Specific Tasks ACL 2026 Matched-Pair Experimental Design with Active Learning UAI 2026 Neuron-Aware Active Few-Shot Learning for LLMs ACL 2026 REALITrees: Rashomon Ensemble Active Learning for Interpretable Trees UAI 2026 Trajectory-Level Experimental Design for Fast Safety Parameter Estimation of Unknown Environments by Autonomous Systems L4DC 2026 All models are wrong, some are useful: Model Selection with Limited Labels AISTATS 2025 Comparison-based Active Preference Learning for Multi-dimensional Personalization ACL 2025 Culture Cartography: Mapping the Landscape of Cultural Knowledge EMNLP 2025 Debiased Active Learning with Variational Gradient Rectifier AAAI 2025 Efficient Active Imitation Learning with Random Network Distillation ICLR 2025 HITSZ-HLT at SemEval-2025 Task 8: Multi-turn Interactive Code Generation for Question Answering on Tabular Data SemEval 2025 Multi-Label Bayesian Active Learning with Inter-Label Relationships UAI 2025 Near-optimal Active Regression of Single-Index Models ICLR 2025 Optimal and Efficient Binary Questioning for Accelerated Annotation AAAI 2025 SubLIME: Subset Selection via Rank Correlation Prediction for Data-Efficient LLM Evaluation ACL 2025 UOREX: Towards Uncertainty-Aware Open Relation Extraction NAACL 2025 When The MOS Predictor Asks For Training Annotation In Cross Lingual/Domain Adaptation Interspeech 2025