Robust Generalization via $\alpha$-Mutual Information

Amedeo Roberto Esposito, Michael Gastpar, Ibrahim Issa

The aim of this work is to provide bounds connecting two probability measures of the same event using Rényi $\alpha$-Divergences and Sibson's $\alpha$-Mutual Information, a generalization of…