Table of Contents
Active Learning
Overviews
Papers
Related Work
Active Learning
Overviews
Settles 2009 - Active Learning Literature Survey
Zhan et al 2022 - A Comparative Survey of Deep Active Learning
Cacciarelli & Kulahci 2023 - Active Learning for Data Streams: A Survey
Wan et al 2023 - A Survey of Deep Active Learning for Foundation Models
In NLP
Zhang et al 2022 - A Survey of Active Learning for Natural Language Processing
Papers
Core-Set:
Sener & Savarese 2017- Active Learning for Convolutional Neural Networks: A Core-Set Approach
In-Domain Diversity Sampling:
Tsvigun et al 2022 - Active Learning for Abstractive Text Summarization
Margatina & Aletras 2023 - On the Limitations of Simulating Active Learning
Related Papers
Swayamdipta et al 2020 - Dataset Cartography: Mapping and Diagnosing Datasets with Training Dynamics
Related Work
Curriculum Learning