BALSA, a BALD variant that scores points by KL or Earth-Mover disagreement between dropout-sampled predictive distributions, outperforms standard uncertainty and clustering acquisition functions for regression with normalizing flows.
Deep bayesian active learning with image data
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Bayesian Active Learning By Distribution Disagreement
BALSA, a BALD variant that scores points by KL or Earth-Mover disagreement between dropout-sampled predictive distributions, outperforms standard uncertainty and clustering acquisition functions for regression with normalizing flows.