Derives MI-LB acquisition function from mutual information in a two-index epistemic-aleatoric framework and shows it outperforms baselines on multimodal regression benchmarks.
A simple baseline for batch active learning with stochastic acquisition functions.CoRR, abs/2106.12059, 2021
1 Pith paper cite this work. Polarity classification is still indexing.
1
Pith paper citing it
fields
cs.LG 1years
2026 1verdicts
UNVERDICTED 1representative citing papers
citing papers explorer
-
A Mutual Information Lower Bound for Multimodal Regression Active Learning
Derives MI-LB acquisition function from mutual information in a two-index epistemic-aleatoric framework and shows it outperforms baselines on multimodal regression benchmarks.