Taming Small-sample Bias in Low-budget Active Learning

Linxin Song, Jieyu Zhang, Xiaotian Lu +1

Active learning (AL) aims to minimize the annotation cost by only querying a few informative examples for each model training stage. However, training a model on a few queried exam…