conftrace_

query strategy

38 papers

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Co-occurring keywords

active learning (1301) neural network (6616) label efficiency (31) uncertainty sampling (69) query selection (22) oracle query (16) pool-based sampling (5) annotation cost (37) support vector machine (978) batch active learning (14)

Papers

A Cross-Domain Benchmark for Active Learning NIPS 2024
ALAS: Active Learning for Autoconversion Rates Prediction from Satellite Data AISTATS 2024
TAAL: Target-Aware Active Learning COLING 2024
Making Your First Choice: To Address Cold Start Problem in Medical Active Learning MIDL 2023
A Two-Stage Active Learning Algorithm for k-Nearest Neighbors ICML 2023
How to Select Which Active Learning Strategy is Best Suited for Your Specific Problem and Budget NIPS 2023
Small-Text: Active Learning for Text Classification in Python EACL 2023
Nonparametric Indirect Active Learning AISTATS 2023
Learning Generalizable Batch Active Learning Strategies via Deep Q-networks (Student Abstract) AAAI 2023
A Survey of Active Learning for Natural Language Processing EMNLP 2022
CPRAL: Collaborative Panoptic-Regional Active Learning for Semantic Segmentation AAAI 2022
ALToolbox: A Set of Tools for Active Learning Annotation of Natural Language Texts EMNLP 2022
Towards Robust and Reproducible Active Learning Using Neural Networks CVPR 2022
Active Learning for Abstractive Text Summarization EMNLP 2022
Revisiting Uncertainty-based Query Strategies for Active Learning with Transformers ACL 2022
Active Learning for Multiple Target Models NIPS 2022
Learning Distinctive Margin Toward Active Domain Adaptation CVPR 2022
A label efficient two-sample test UAI 2022
Meta-Query-Net: Resolving Purity-Informativeness Dilemma in Open-set Active Learning NIPS 2022
Task-Aware Variational Adversarial Active Learning CVPR 2021
A Comparative Survey: Benchmarking for Pool-based Active Learning IJCAI 2021
Sequential Graph Convolutional Network for Active Learning CVPR 2021
QActor: Active Learning on Noisy Labels ACML 2021
Nearest Neighbor Classifier Embedded Network for Active Learning AAAI 2021
Asking the Right Questions to the Right Users: Active Learning with Imperfect Oracles AAAI 2020