Active Learning

Active Learning for Abstractive Text Summarization via LLM-Determined Curriculum and Certainty Gain Maximization EMNLP 2024 Active Learning Framework for Incomplete Networks UAI 2024 Active Open-Vocabulary Recognition: Let Intelligent Moving Mitigate CLIP Limitations CVPR 2024 Active Prompt Learning in Vision Language Models CVPR 2024 Active Transfer Learning for Efficient Video-Specific Human Pose Estimation WACV 2024 Agnostic Active Learning of Single Index Models with Linear Sample Complexity COLT 2024 Bayesian Active Learning in the Presence of Nuisance Parameters UAI 2024 Can Active Label Correction Improve LLM-based Modular AI Systems? EMNLP 2024 Causal-Guided Active Learning for Debiasing Large Language Models ACL 2024 Fair Active Learning in Low-Data Regimes UAI 2024 ITAKE: Interactive Unstructured Text Annotation and Knowledge Extraction System with LLMs and ModelOps ACL 2024 Learnability Matters: Active Learning for Video Captioning NeurIPS 2024 Learning to Learn in Interactive Constraint Acquisition AAAI 2024 Learning to Rank for Active Learning via Multi-Task Bilevel Optimization UAI 2024 Mode Estimation with Partial Feedback COLT 2024 Neural Active Learning Meets the Partial Monitoring Framework UAI 2024 On the Fragility of Active Learners for Text Classification EMNLP 2024 Quantifying Local Model Validity using Active Learning UAI 2024 Revisiting the Domain Shift and Sample Uncertainty in Multi-source Active Domain Transfer CVPR 2024 Robust Transfer Learning for Active Level Set Estimation with Locally Adaptive Gaussian Process Prior ACML 2024 Self-Supervised Adversarial Training via Diverse Augmented Queries and Self-Supervised Double Perturbation NeurIPS 2024 ActiveAED: A Human in the Loop Improves Annotation Error Detection ACL 2023 Active Learning for Semantic Segmentation with Multi-class Label Query NeurIPS 2023 Beyond Labels: Empowering Human Annotators with Natural Language Explanations through a Novel Active-Learning Architecture EMNLP 2023 Divide and Adapt: Active Domain Adaptation via Customized Learning CVPR 2023