35 citations · 91 across the 12 of their papers we have counts for
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cs.IT2019★ 14 cited
Generalization Error Bounds Via Rényi-, -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 and an event , bound in terms of (where 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…