uncertainty sampling

Adaptive Coreset Selection via Uncertainty-Density for Efficient Spam Detection (Student Abstract) AAAI 2026 CAL-Log: Cost-Aware Active Learning with Logarithmic Cognitive Effort Modeling and Online Adaptation to Human Annotation Behavior ACL 2026 Exploring Entropy-based Active Learning for Fair Brain Segmentation MIDL 2026 Portable Active Learning for Object Detection CVPR 2026 Active Learning for Neural PDE Solvers ICLR 2025 Active Learning with Context Sampling and One-vs-Rest Entropy for Semantic Segmentation WACV 2025 A Semantic Uncertainty Sampling Strategy for Back-Translation in Low-Resources Neural Machine Translation ACL 2025 Enhancing LLM-as-a-Judge through Active-Sampling-based Prompt Optimization ACL 2025 To Label or Not to Label: Hybrid Active Learning for Neural Machine Translation COLING 2025 Uncertainty Herding: One Active Learning Method for All Label Budgets ICLR 2025 Beyond Active Learning: Leveraging the Full Potential of Human Interaction via Auto-Labeling, Human Correction, and Human Verification WACV 2024 Class Balancing for Efficient Active Learning in Imbalanced Datasets EACL 2024 CoverICL: Selective Annotation for In-Context Learning via Active Graph Coverage EMNLP 2024 Enhancing Text Classification through LLM-Driven Active Learning and Human Annotation EACL 2024 Learnability Matters: Active Learning for Video Captioning NeurIPS 2024 Plug and Play Active Learning for Object Detection CVPR 2024 Uncertainty for Active Learning on Graphs ICML 2024 Active Cost-aware Labeling of Streaming Data AISTATS 2023 Beam Search Optimized Batch Bayesian Active Learning AAAI 2023 Hybrid Active Learning via Deep Clustering for Video Action Detection CVPR 2023 Improving Classifier Robustness through Active Generative Counterfactual Data Augmentation EMNLP 2023 Investigating Multi-source Active Learning for Natural Language Inference EACL 2023 Selective Labeling: How to Radically Lower Data-Labeling Costs for Document Extraction Models EMNLP 2023 Self-Adaptive Named Entity Recognition by Retrieving Unstructured Knowledge EACL 2023 Streaming Active Learning with Deep Neural Networks ICML 2023