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 | 53 | 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 | 21 | 2019 |
Robust Generalization via -Mutual Information AR Esposito, M Gastpar, I Issa International Zurich Seminar on Information and Communication (IZS …, 2020 | 13 | 2020 |
On conditional Sibson's -Mutual Information AR Esposito, D Wu, M Gastpar 2021 IEEE International Symposium on Information Theory (ISIT), 1796-1801, 2021 | 6 | 2021 |
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 | 5 | 2021 |
Robust Generalization via f− Mutual Information AR Esposito, M Gastpar, I Issa 2020 IEEE International Symposium on Information Theory (ISIT), 2723-2728, 2020 | 5 | 2020 |
A new approach to adaptive data analysis and learning via maximal leakage AR Esposito, M Gastpar, I Issa arXiv preprint arXiv:1903.01777, 2019 | 5 | 2019 |
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 |
From Generalisation Error to Transportation-cost Inequalities and Back AR Esposito, M Gastpar 2022 IEEE International Symposium on Information Theory (ISIT), 294-299, 2022 | 2 | 2022 |
Information measures learning and generalization M Gastpar, AR Esposito, I Issa 5th London Symposium on Information Theory, 2019 | 2 | 2019 |
On Sibson’s α-Mutual Information AR Esposito, A Vandenbroucque, M Gastpar 2022 IEEE International Symposium on Information Theory (ISIT), 2904-2909, 2022 | 1 | 2022 |
Lower Bounds on the Bayesian Risk via Information Measures AR Esposito, A Vandenbroucque, M Gastpar arXiv preprint arXiv:2303.12497, 2023 | | 2023 |
Concentration without Independence via Information Measures AR Esposito, M Mondelli arXiv preprint arXiv:2303.07245, 2023 | | 2023 |
Asymptotically Optimal Generalization Error Bounds for Noisy, Iterative Algorithms I Issa, AR Esposito, M Gastpar arXiv preprint arXiv:2302.14518, 2023 | | 2023 |
Towards a Standard Testing Data Set in Privacy AR Esposito BCS Learning & Development, 2022 | | 2022 |
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 | | 2022 |
A Functional Perspective on Information Measures AR Esposito EPFL, 2022 | | 2022 |
SHANNON THEORY AND INFORMATION MEASURES RF Ferreira, GR Kurri, VM Prabhakaran, AD Sarwate, T Niu, K Li, L Qu, ... | | |