3 citations · 3 across the 2 of their papers we have counts for
2 papers
cs.LG2025
Label Smoothing is a Pragmatic Information Bottleneck
Sota Kudo
This study revisits label smoothing via a form of information bottleneck. Under the assumption of sufficient model flexibility and no conflicting labels for the same input, we theo…
cs.LG2024★ 3 cited
Flexible Variational Information Bottleneck: Achieving Diverse Compression with a Single Training
Sota Kudo, Naoaki Ono, Shigehiko Kanaya +1
Information Bottleneck (IB) is a widely used framework that enables the extraction of information related to a target random variable from a source random variable. In the objectiv…