A. Esposito

most citedA New Approach to Adaptive Data Analysis and Learning via Maximal Leakage

7 citations · 10 across the 2 of their papers we have counts for

collaborators

3 papers

cs.IT2020★ 3 cited

Robust Generalization via $α$ -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 $α$ -Divergences and Sibson's $α$ -Mutual Information, a generalization of…

cs.IT2019

Strengthened Information-theoretic Bounds on the Generalization Error

Ibrahim Issa, Amedeo Roberto Esposito, Michael Gastpar

The following problem is considered: given a joint distribution $P_{X Y}$ and an event $E$ , bound $P_{X Y} (E)$ in terms of $P_{X} P_{Y} (E)$ (where $P_{X} P_{Y}$ is the product of the marginals…

stat.ML2019★ 7 cited

A New Approach to Adaptive Data Analysis and Learning via Maximal Leakage

Amedeo Roberto Esposito, Michael Gastpar, Ibrahim Issa

There is an increasing concern that most current published research findings are false. The main cause seems to lie in the fundamental disconnection between theory and practice in…

Robust Generalization via α-Mutual Information

Strengthened Information-theoretic Bounds on the Generalization Error

A New Approach to Adaptive Data Analysis and Learning via Maximal Leakage

Robust Generalization via $α$ -Mutual Information