| Generalization Error Bounds via Rényi-, f-Divergences and Maximal Leakage AR Esposito, M Gastpar, I Issa IEEE Transactions on Information Theory 67 (8), 4986-5004, 2021 | 75 | 2021 |
| Strengthened information-theoretic bounds on the generalization error I Issa, AR Esposito, M Gastpar 2019 IEEE International Symposium on Information Theory (ISIT), 582-586, 2019 | 30 | 2019 |
| Robust Generalization via -Mutual Information AR Esposito, M Gastpar, I Issa International Zurich Seminar on Information and Communication (IZS …, 2020 | 22 | 2020 |
| Robust Generalization via f− Mutual Information AR Esposito, M Gastpar, I Issa 2020 IEEE International Symposium on Information Theory (ISIT), 2723-2728, 2020 | 11 | 2020 |
| On conditional Sibson's -Mutual Information AR Esposito, D Wu, M Gastpar 2021 IEEE International Symposium on Information Theory (ISIT), 1796-1801, 2021 | 10 | 2021 |
| On Sibson’s α-mutual information AR Esposito, A Vandenbroucque, M Gastpar 2022 IEEE International Symposium on Information Theory (ISIT), 2904-2909, 2022 | 9 | 2022 |
| A new approach to adaptive data analysis and learning via maximal leakage AR Esposito, M Gastpar, I Issa arXiv preprint arXiv:1903.01777, 2019 | 8 | 2019 |
| Lower-bounds on the Bayesian Risk in estimation procedures via Sibson's -Mutual Information AR Esposito, M Gastpar 2021 IEEE International Symposium on Information Theory (ISIT), 748-753, 2021 | 7 | 2021 |
| From Generalisation Error to Transportation-cost Inequalities and Back AR Esposito, M Gastpar 2022 IEEE International Symposium on Information Theory (ISIT), 294-299, 2022 | 6 | 2022 |
| Concentration without independence via information measures AR Esposito, M Mondelli IEEE Transactions on Information Theory, 2024 | 5 | 2024 |
| Learning and adaptive data analysis via maximal leakage AR Esposito, M Gastpar, I Issa 2019 IEEE Information Theory Workshop (ITW), 1-5, 2019 | 4 | 2019 |
| Generalization Error Bounds for Noisy, Iterative Algorithms via Maximal Leakage I Issa, AR Esposito, M Gastpar The Thirty Sixth Annual Conference on Learning Theory, 4952-4976, 2023 | 2 | 2023 |
| Lower Bounds on the Bayesian Risk via Information Measures AR Esposito, A Vandenbroucque, M Gastpar arXiv preprint arXiv:2303.12497, 2023 | 2 | 2023 |
| A functional perspective on information measures AR Esposito EPFL, 2022 | 2 | 2022 |
| Information measures, learning and generalization M Gastpar, AR Esposito, I Issa 5th London Symposium on Information Theory, 2019 | 2 | 2019 |
| Lower-bounds on the Bayesian Risk in Estimation Procedures via f–Divergences A Vandenbroucque, AR Esposito, M Gastpar 2022 IEEE International Symposium on Information Theory (ISIT), 1106-1111, 2022 | 1 | 2022 |
| Sibson's -Mutual Information and its Variational Representations AR Esposito, M Gastpar, I Issa arXiv preprint arXiv:2405.08352, 2024 | | 2024 |
| Properties of the Strong Data Processing Constant for R\'enyi Divergence L Jin, AR Esposito, M Gastpar arXiv preprint arXiv:2403.10656, 2024 | | 2024 |
| Contraction of Markovian Operators in Orlicz Spaces and Error Bounds for Markov Chain Monte Carlo AR Esposito, M Mondelli arXiv preprint arXiv:2402.11200, 2024 | | 2024 |
| Asymptotically Optimal Generalization Error Bounds for Noisy, Iterative Algorithms. I Issa, AR Esposito, M Gastpar COLT, 4952-4976, 2023 | | 2023 |
Michael GastparProfessor, Ecole Polytechnique Fédérale (EPFL), SwitzerlandVerified email at epfl.ch
