Big Batch Bayesian Active Learning by Considering Predictive Probabilities

Sebastian W. Ober, Samuel Power, Tom Diethe +1

We observe that BatchBALD, a popular acquisition function for batch Bayesian active learning for classification, can conflate epistemic and aleatoric uncertainty, leading to subopt…