Adaptive Batch Sizes for Active Learning A Probabilistic Numerics Approach

Masaki Adachi, Satoshi Hayakawa, Martin Jørgensen +4

Active learning parallelization is widely used, but typically relies on fixing the batch size throughout experimentation. This fixed approach is inefficient because of a dynamic tr…