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Batch Bayesian Active Learning with Partial Batch Label Sampling

Published • May 8, 2026
Authors:
Kangping Hu
,
Stephen Mussmann

Abstract

Over the past couple of decades, many active learning acquisition functions have been proposed, leaving practitioners with an unclear choice of which to use. Bayesian-based active learning offers principled objectives with explainable intuition, including Expected Error Reduction (EER), Expected Pre...

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