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Active Learning

323 directly classified papers

Papers per year

Papers

Generalized Category Discovery with Large Language Models in the Loop ACL 2024
Think Twice Before Selection: Federated Evidential Active Learning for Medical Image Analysis with Domain Shifts CVPR 2024
Contextual Active Model Selection NIPS 2024
Selective Annotation via Data Allocation: These Data Should Be Triaged to Experts for Annotation Rather Than the Model EMNLP 2024
Empowering Active Learning for 3D Molecular Graphs with Geometric Graph Isomorphism NIPS 2024
Enhancing Text Classification through LLM-Driven Active Learning and Human Annotation EACL 2024
An Experimental Design Framework for Label-Efficient Supervised Finetuning of Large Language Models ACL 2024
SEL-BALD: Deep Bayesian Active Learning with Selective Labels NIPS 2024
Annotator-Centric Active Learning for Subjective NLP Tasks EMNLP 2024
Causal-Guided Active Learning for Debiasing Large Language Models ACL 2024
Active Transfer Learning for Efficient Video-Specific Human Pose Estimation WACV 2024
An L* Algorithm for Deterministic Weighted Regular Languages EMNLP 2024
Self-Training for Sample-Efficient Active Learning for Text Classification with Pre-Trained Language Models EMNLP 2024
CoverICL: Selective Annotation for In-Context Learning via Active Graph Coverage EMNLP 2024
Semi-supervised Active Learning for Video Action Detection AAAI 2024
FastGAS: Fast Graph-based Annotation Selection for In-Context Learning ACL 2024
Effective In-Context Example Selection through Data Compression ACL 2024
Combining Graph Transformers Based Multi-Label Active Learning and Informative Data Augmentation for Chest Xray Classification AAAI 2024
Active Domain Adaptation with False Negative Prediction for Object Detection CVPR 2024
Inconsistency-Based Data-Centric Active Open-Set Annotation AAAI 2024
Class Balancing for Efficient Active Learning in Imbalanced Datasets EACL 2024
A Cross-Domain Benchmark for Active Learning NIPS 2024
ALVIN: Active Learning Via INterpolation EMNLP 2024
Interactive Deep Clustering via Value Mining NIPS 2024
Adaptive Labeling for Efficient Out-of-distribution Model Evaluation NIPS 2024