Active Learning

Matched-Pair Experimental Design with Active Learning UAI 2026 Memorize Early, Then Query: Inlier-Memorization-Guided Active Outlier Detection AAAI 2026 Next Generation Active Learning: Mixture of LLMs in the Loop AAAI 2026 Online Data Curation for Object Detection via Marginal Contributions to Dataset-level Average Precision CVPR 2026 Preference Elicitation for Step-Wise Explanations in Logic Puzzles AAAI 2026 Preference Is More than Comparisons: Rethinking Dueling Bandits with Augmented Human Feedback AAAI 2026 Prototype-Driven Active Domain Adaptation with Density Consideration AAAI 2026 Query-Efficient Domain Knowledge Stealing Against Large Language Models AAAI 2026 Reassessing Active Learning Adoption in Contemporary NLP: A Community Survey EACL 2026 Similarity-as-Evidence: Calibrating Overconfident VLMs for Interpretable and Label-Efficient Medical Active Learning CVPR 2026 The Art of Calling the Winner by Asking Just Enough Questions UAI 2026 Thesis Proposal: Measuring Prejudice at Scale EACL 2026 Towards Robust Human–AI Decision-Making via Learning-to-Defer AAAI 2026 VALIANT: Prompt Instability for Active Learning in Black-Box Medical Imaging AAAI 2026 ABC3: Active Bayesian Causal Inference with Cohn Criteria in Randomized Experiments AAAI 2025 Active Bipartite Ranking with Smooth Posterior Distributions AISTATS 2025 Active Curriculum Language Modeling over a Hybrid Pre-training Method EMNLP 2025 Active Data Curation Effectively Distills Large-Scale Multimodal Models CVPR 2025 Active Domain Knowledge Acquisition with 100-Dollar Budget: Enhancing LLMs via Cost-Efficient, Expert-Involved Interaction in Sensitive Domains EMNLP 2025 Active Feature Acquisition for Personalised Treatment Assignment AISTATS 2025 ActiveGAMER: Active GAussian Mapping through Efficient Rendering CVPR 2025 ActiveHAI: Active Collection Based Human-AI Diagnosis with Limited Expert Predictions IJCAI 2025 Active Large Language Model-Based Knowledge Distillation for Session-Based Recommendation AAAI 2025 Active Learning for Image Segmentation with Binary User Feedback WACV 2025 Active Learning for Multidialectal Arabic POS Tagging EMNLP 2025