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Active Learning

323 directly classified papers

Papers per year

Papers

Not All Labels Are Equal: Rationalizing the Labeling Costs for Training Object Detection CVPR 2022
A Word-and-Paradigm Workflow for Fieldwork Annotation ACL 2022
Revisiting Uncertainty-based Query Strategies for Active Learning with Transformers ACL 2022
Efficient Active Learning with Abstention NIPS 2022
Efficient Argument Structure Extraction with Transfer Learning and Active Learning ACL 2022
On Efficiently Acquiring Annotations for Multilingual Models ACL 2022
Adapting Coreference Resolution Models through Active Learning ACL 2022
Learning From Failure: Data Capture in an Australian Aboriginal Community ACL 2022
Meta-Query-Net: Resolving Purity-Informativeness Dilemma in Open-set Active Learning NIPS 2022
A Neural Pre-Conditioning Active Learning Algorithm to Reduce Label Complexity NIPS 2022
Eeny, meeny, miny, moe. How to choose data for morphological inflection. EMNLP 2022
Active Learning with Safety Constraints NIPS 2022
Deep Active Learning by Leveraging Training Dynamics NIPS 2022
Active Learning Helps Pretrained Models Learn the Intended Task NIPS 2022
Active Learning Through a Covering Lens NIPS 2022
Universal Rates for Interactive Learning NIPS 2022
OLALA: Object-Level Active Learning for Efficient Document Layout Annotation EMNLP 2022
Learning Distinctive Margin Toward Active Domain Adaptation CVPR 2022
AfroLM: A Self-Active Learning-based Multilingual Pretrained Language Model for 23 African Languages EMNLP 2022
An Efficient Active Learning Pipeline for Legal Text Classification EMNLP 2022
CHIA: CHoosing Instances to Annotate for Machine Translation EMNLP 2022
Active Labeling: Streaming Stochastic Gradients NIPS 2022
Few-Shot Continual Active Learning by a Robot NIPS 2022
ALToolbox: A Set of Tools for Active Learning Annotation of Natural Language Texts EMNLP 2022
Large-scale Machine Translation for Indian Languages in E-commerce under Low Resource Constraints EMNLP 2022