A. Esposito

activity

20192026

most citedGeneralization Error Bounds Via Rényi-,

f

-Divergences and Maximal Leakage

14 citations · 27 across the 17 of their papers we have counts for

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Showing 2019Show all

3 papers · 1 filter

cs.IT2019★ 14 cited

Generalization Error Bounds Via Rényi-, $f$ -Divergences and Maximal Leakage

Amedeo Roberto Esposito, Michael Gastpar, Ibrahim Issa

In this work, the probability of an event under some joint distribution is bounded by measuring it with the product of the marginals instead (which is typically easier to analyze)…

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…

Generalization Error Bounds Via Rényi-, f-Divergences and Maximal Leakage

Strengthened Information-theoretic Bounds on the Generalization Error

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

Generalization Error Bounds Via Rényi-, $f$ -Divergences and Maximal Leakage