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.
Sequential graph convolutional network for active learning
1 Pith paper cite this work. Polarity classification is still indexing.
1
Pith paper citing it
citation-role summary
background 1
citation-polarity summary
fields
cs.LG 1years
2025 1verdicts
CONDITIONAL 1roles
background 1polarities
unclear 1representative citing papers
citing papers explorer
-
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.