Amedeo Roberto Esposito

Publication Activity (10 Years)

Years Active: 2019-2024
Publications (10 Years): 27

Top Topics

Mutual Information

Generalization Error

Iterative Algorithms

Top Venues

IEEE Trans. Inf. Theory

Publications

Amedeo Roberto Esposito, Michael Gastpar, Ibrahim Issa
Sibson's α-Mutual Information and its Variational Representations. CoRR (2024)
Amedeo Roberto Esposito, Marco Mondelli
Contraction of Markovian Operators in Orlicz Spaces and Error Bounds for Markov Chain Monte Carlo (Extended Abstract). COLT (2024)
Lifu Jin, Amedeo Roberto Esposito, Michael Gastpar
Properties of the Strong Data Processing Constant for Rényi Divergence. CoRR (2024)
Amedeo Roberto Esposito, Marco Mondelli
Concentration Without Independence via Information Measures. IEEE Trans. Inf. Theory 70 (6) (2024)
Amedeo Roberto Esposito, Marco Mondelli
Contraction of Markovian Operators in Orlicz Spaces and Error Bounds for Markov Chain Monte Carlo. CoRR (2024)
Ibrahim Issa, Amedeo Roberto Esposito, Michael Gastpar
Asymptotically Optimal Generalization Error Bounds for Noisy, Iterative Algorithms. COLT (2023)
Ibrahim Issa, Amedeo Roberto Esposito, Michael Gastpar
Asymptotically Optimal Generalization Error Bounds for Noisy, Iterative Algorithms. CoRR (2023)
Amedeo Roberto Esposito, Marco Mondelli
Concentration without Independence via Information Measures. ISIT (2023)
Amedeo Roberto Esposito, Marco Mondelli
Concentration without Independence via Information Measures. CoRR (2023)
Amedeo Roberto Esposito, Adrien Vandenbroucque, Michael Gastpar
Lower Bounds on the Bayesian Risk via Information Measures. CoRR (2023)
Amedeo Roberto Esposito, Michael Gastpar
From Generalisation Error to Transportation-cost Inequalities and Back. ISIT (2022)
Adrien Vandenbroucque, Amedeo Roberto Esposito, Michael Gastpar
Lower-bounds on the Bayesian Risk in Estimation Procedures via f-Divergences. ISIT (2022)
Amedeo Roberto Esposito, Michael Gastpar
From Generalisation Error to Transportation-cost Inequalities and Back. CoRR (2022)
Amedeo Roberto Esposito, Adrien Vandenbroucque, Michael Gastpar
On Sibson's α-Mutual Information. CoRR (2022)
Adrien Vandenbroucque, Amedeo Roberto Esposito, Michael Gastpar
Lower-bounds on the Bayesian Risk in Estimation Procedures via f-Divergences. CoRR (2022)
Amedeo Roberto Esposito, Adrien Vandenbroucque, Michael Gastpar
On Sibson's α-Mutual Information. ISIT (2022)
Amedeo Roberto Esposito, Michael Gastpar, Ibrahim Issa
Generalization Error Bounds via Rényi-, f-Divergences and Maximal Leakage. IEEE Trans. Inf. Theory 67 (8) (2021)
Amedeo Roberto Esposito, Michael Gastpar
Lower-bounds on the Bayesian Risk in estimation procedures via Sibson's $\alpha$-Mutual Information. ISIT (2021)
Amedeo Roberto Esposito, Diyuan Wu, Michael Gastpar
On conditional Sibson's $\alpha$ -Mutual Information. ISIT (2021)
Amedeo Roberto Esposito, Diyuan Wu, Michael Gastpar
On conditional Sibson's α-Mutual Information. CoRR (2021)
Amedeo Roberto Esposito, Michael Gastpar, Ibrahim Issa
Robust Generalization via f-Mutual Information. ISIT (2020)
Amedeo Roberto Esposito, Michael Gastpar, Ibrahim Issa
Robust Generalization via $α$-Mutual Information. CoRR (2020)
Ibrahim Issa, Amedeo Roberto Esposito, Michael Gastpar
Strengthened Information-theoretic Bounds on the Generalization Error. CoRR (2019)
Ibrahim Issa, Amedeo Roberto Esposito, Michael Gastpar
Strengthened Information-theoretic Bounds on the Generalization Error. ISIT (2019)
Amedeo Roberto Esposito, Michael Gastpar, Ibrahim Issa
Learning and Adaptive Data Analysis via Maximal Leakage. ITW (2019)
Amedeo Roberto Esposito, Michael Gastpar, Ibrahim Issa
A New Approach to Adaptive Data Analysis and Learning via Maximal Leakage. CoRR (2019)
Amedeo Roberto Esposito, Michael Gastpar, Ibrahim Issa
Generalization Error Bounds Via Rényi-, f-Divergences and Maximal Leakage. CoRR (2019)