← Learning Paradigms
Artificial Intelligence › Learning Paradigms ›

Active Learning

71 directly classified papers

Papers per year

Papers

Optimal and Efficient Binary Questioning for Accelerated Annotation AAAI 2025
UOREX: Towards Uncertainty-Aware Open Relation Extraction NAACL 2025
Comparison-based Active Preference Learning for Multi-dimensional Personalization ACL 2025
Culture Cartography: Mapping the Landscape of Cultural Knowledge EMNLP 2025
SubLIME: Subset Selection via Rank Correlation Prediction for Data-Efficient LLM Evaluation ACL 2025
HITSZ-HLT at SemEval-2025 Task 8: Multi-turn Interactive Code Generation for Question Answering on Tabular Data SEMEVAL 2025
Debiased Active Learning with Variational Gradient Rectifier AAAI 2025
Active Open-Vocabulary Recognition: Let Intelligent Moving Mitigate CLIP Limitations CVPR 2024
Can Active Label Correction Improve LLM-based Modular AI Systems? EMNLP 2024
Learning to Learn in Interactive Constraint Acquisition AAAI 2024
Revisiting the Domain Shift and Sample Uncertainty in Multi-source Active Domain Transfer CVPR 2024
Causal-Guided Active Learning for Debiasing Large Language Models ACL 2024
Active Transfer Learning for Efficient Video-Specific Human Pose Estimation WACV 2024
Active Prompt Learning in Vision Language Models CVPR 2024
On the Fragility of Active Learners for Text Classification EMNLP 2024
Learnability Matters: Active Learning for Video Captioning NIPS 2024
Self-Supervised Adversarial Training via Diverse Augmented Queries and Self-Supervised Double Perturbation NIPS 2024
ITAKE: Interactive Unstructured Text Annotation and Knowledge Extraction System with LLMs and ModelOps ACL 2024
Active Learning for Abstractive Text Summarization via LLM-Determined Curriculum and Certainty Gain Maximization EMNLP 2024
Divide and Adapt: Active Domain Adaptation via Customized Learning CVPR 2023
LLMaAA: Making Large Language Models as Active Annotators EMNLP 2023
Re-weighting Tokens: A Simple and Effective Active Learning Strategy for Named Entity Recognition EMNLP 2023
ActiveAED: A Human in the Loop Improves Annotation Error Detection ACL 2023
Selective Labeling: How to Radically Lower Data-Labeling Costs for Document Extraction Models EMNLP 2023
Parameter-Efficient Language Model Tuning with Active Learning in Low-Resource Settings EMNLP 2023