Active Learning

Incremental Uncertainty-aware Performance Monitoring with Active Labeling Intervention AISTATS 2025 Influence-driven Curriculum Learning for Pre-training on Limited Data EMNLP 2025 InsBank: Evolving Instruction Subset for Ongoing Alignment EMNLP 2025 Instance-wise Supervision-level Optimization in Active Learning CVPR 2025 INTERACT: Enabling Interactive, Question-Driven Learning in Large Language Models ACL 2025 Joint Out-of-Distribution Filtering and Data Discovery Active Learning CVPR 2025 Learn How to Query from Unlabeled Data Streams in Federated Learning AAAI 2025 Learning signals defined on graphs with optimal transport and Gaussian process regression AISTATS 2025 Learning Visually Grounded Domain Ontologies via Embodied Conversation and Explanation AAAI 2025 Leveraging Variation Theory in Counterfactual Data Augmentation for Optimized Active Learning ACL 2025 LICORICE: Label-Efficient Concept-Based Interpretable Reinforcement Learning ICLR 2025 MAPLE: A Framework for Active Preference Learning Guided by Large Language Models AAAI 2025 MolParser: End-to-end Visual Recognition of Molecule Structures in the Wild ICCV 2025 Multi-Edge Reinforced Collaborative Data Acquisition for Continuous Video Analytics by Prioritizing Quality over Quantity AAAI 2025 Multi-Label Bayesian Active Learning with Inter-Label Relationships UAI 2025 Near-Polynomially Competitive Active Logistic Regression AISTATS 2025 Omni-Query Active Learning for Source-Free Domain Adaptive Cross-Modality 3D Semantic Segmentation AAAI 2025 Optimal and Efficient Binary Questioning for Accelerated Annotation AAAI 2025 Optimal Sample Selection Through Uncertainty Estimation and Its Application in Deep Learning JMLR 2025 Pangram at GenAI Detection Task 3: An Active Learning Approach to Machine-Generated Text Detection COLING 2025 Partially Observable Reference Policy Programming IJCAI 2025 Personalized Clustering via Targeted Representation Learning AAAI 2025 Personalized Learning in Action: Exploring AI and Robotics for Early Childhood Education AAAI 2025 Preference Elicitation for Multi-objective Combinatorial Optimization with Active Learning and Maximum Likelihood Estimation IJCAI 2025 ProxAnn: Use-Oriented Evaluations of Topic Models and Document Clustering ACL 2025