active learning

1295 papers

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Also known as

ALR AL AL OR NULL

Co-occurring keywords

text classification (6776) semi-supervised learning (2331) uncertainty sampling (67) uncertainty quantification (1365) gaussian process (1198) online learning (1770) transfer learning (5442) label complexity (58) sample complexity (1158) bayesian inference (1904)

Papers

To Label or Not to Label: PALM - A Predictive Model for Evaluating Sample Efficiency in Active Learning Models ICCV 2025

ActiveHAI: Active Collection Based Human-AI Diagnosis with Limited Expert Predictions IJCAI 2025

AutoSciLab: A Self-Driving Laboratory for Interpretable Scientific Discovery AAAI 2025

Uncertainty Awareness Enables Efficient Labeling for Cancer Subtyping in Digital Pathology WACV 2025

Leveraging Variation Theory in Counterfactual Data Augmentation for Optimized Active Learning ACL 2025

Data-Efficient Automatic Prompt Optimization for Memory-Enhanced Conversational Agents EMNLP 2025

What data should I include in my POS tagging training set? EMNLP 2025

Instance-wise Supervision-level Optimization in Active Learning CVPR 2025

Rethinking Epistemic and Aleatoric Uncertainty for Active Open-Set Annotation: An Energy-Based Approach CVPR 2025

Omni-Query Active Learning for Source-Free Domain Adaptive Cross-Modality 3D Semantic Segmentation AAAI 2025

Active Large Language Model-Based Knowledge Distillation for Session-Based Recommendation AAAI 2025

Personalized Clustering via Targeted Representation Learning AAAI 2025

Engage for All: Making Ordinary Image Descriptions Appealing Again! ICCV 2025

Enhancing LLM-as-a-Judge through Active-Sampling-based Prompt Optimization ACL 2025

Multi-Edge Reinforced Collaborative Data Acquisition for Continuous Video Analytics by Prioritizing Quality over Quantity AAAI 2025

Page Stream Segmentation with LLMs: Challenges and Applications in Insurance Document Automation COLING 2025

Adaptive Deep Learning from Crowds IJCAI 2025

UOREX: Towards Uncertainty-Aware Open Relation Extraction NAACL 2025

Consensus-Driven Active Model Selection ICCV 2025

Active Domain Knowledge Acquisition with 100-Dollar Budget: Enhancing LLMs via Cost-Efficient, Expert-Involved Interaction in Sensitive Domains EMNLP 2025

From Easy to Hard: Progressive Active Learning Framework for Infrared Small Target Detection with Single Point Supervision ICCV 2025

Optimal and Efficient Binary Questioning for Accelerated Annotation AAAI 2025

Deviate or Not: Learning Coalition Structures with Multiple-bit Observations in Games AAAI 2025

SubLIME: Subset Selection via Rank Correlation Prediction for Data-Efficient LLM Evaluation ACL 2025

Annotation-Efficient Language Model Alignment via Diverse and Representative Response Texts EMNLP 2025