Stochastic batch acquisition: A simple baseline for deep active learning

A Kirsch, S Farquhar, P Atighehchian, A Jesson… - arXiv preprint arXiv …, 2021 - arxiv.org
We examine a simple stochastic strategy for adapting well-known single-point acquisition
functions to allow batch active learning. Unlike acquiring the top-K points from the pool set …