2 papers
cs.IT2026
A Generalized Information Bottleneck Method: A Decision-Theoretic Perspective
Akira Kamatsuka, Takahiro Yoshida
The information bottleneck (IB) method seeks a compressed representation of data that preserves information relevant to a target variable for prediction while discarding irrelevant…
cs.IT2026
A Generalized Leakage Interpretation of Alpha-Mutual Information
Akira Kamatsuka, Takahiro Yoshida
This paper presents a unified interpretation of -mutual information (-MI) in terms of generalized -leakage. Specifically, we present a novel interpretation of -MI withi…