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uncertainty sampling

69 papers

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Co-occurring keywords

active learning (1301) text classification (6793) annotation cost (37) diversity sampling (20) neural machine translation (2310) domain adaptation (4595) batch active learning (14) acquisition function (129) uncertainty estimation (648) batch sampling (14)

Papers

Adapting Coreference Resolution Models through Active Learning ACL 2022
ALGES: Active Learning with Gradient Embeddings for Semantic Segmentation of Laparoscopic Surgical Images MLHC 2022
A Neural Pre-Conditioning Active Learning Algorithm to Reduce Label Complexity NIPS 2022
Towards Robust and Reproducible Active Learning Using Neural Networks CVPR 2022
One-Bit Active Query With Contrastive Pairs CVPR 2022
AcTune: Uncertainty-Based Active Self-Training for Active Fine-Tuning of Pretrained Language Models NAACL 2022
Convergence of Uncertainty Sampling for Active Learning ICML 2022
GALAXY: Graph-based Active Learning at the Extreme ICML 2022
Revisiting Uncertainty-based Query Strategies for Active Learning with Transformers ACL 2022
Phrase-level Active Learning for Neural Machine Translation EMNLP 2021
Accountable Error Characterization NAACL 2021
Influence Selection for Active Learning ICCV 2021
Active Learning for Argument Strength Estimation EMNLP 2021
Active Testing: Sample-Efficient Model Evaluation ICML 2021
Self-Training Sampling with Monolingual Data Uncertainty for Neural Machine Translation ACL 2021
Active Learning by Acquiring Contrastive Examples EMNLP 2021
ActiveEA: Active Learning for Neural Entity Alignment EMNLP 2021
Batch Active Learning at Scale NIPS 2021
Adversarial Sampling for Active Learning WACV 2020
Optimal sampling in unbiased active learning AISTATS 2020
Cold-start Active Learning through Self-supervised Language Modeling EMNLP 2020
Active Sentence Learning by Adversarial Uncertainty Sampling in Discrete Space EMNLP 2020
Pre-trained Language Model Based Active Learning for Sentence Matching COLING 2020
Deep Active Learning for Sequence Labeling Based on Diversity and Uncertainty in Gradient AACL 2020
Active Learning Approaches to Enhancing Neural Machine Translation EMNLP 2020