Under flexible models and clean labels, the outputs of label-smoothed classifiers trace the optimal trade-off curve of the information bottleneck problem.
Invariance principle meets information bottleneck for out-of-distribution generalization
1 Pith paper cite this work. Polarity classification is still indexing.
1
Pith paper citing it
fields
cs.LG 1years
2025 1verdicts
UNVERDICTED 1representative citing papers
citing papers explorer
-
Label Smoothing is a Pragmatic Information Bottleneck
Under flexible models and clean labels, the outputs of label-smoothed classifiers trace the optimal trade-off curve of the information bottleneck problem.