Ibrahim Issa

activity

20132026

most citedMeasuring Quantum Entropy

35 citations · 91 across the 12 of their papers we have counts for

collaborators

Showing 2019 · cs.ITShow all

2 papers · 2 filters

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…

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

Strengthened Information-theoretic Bounds on the Generalization Error

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