Generalization Error Bounds via Rényi-, f-Divergences and Maximal Leakage
Esposito, Amedeo Roberto, Gastpar, Michael, Issa, Ibrahim
Published in IEEE transactions on information theory (01.08.2021)
Published in IEEE transactions on information theory (01.08.2021)
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Journal Article
Concentration Without Independence via Information Measures
Esposito, Amedeo Roberto, Mondelli, Marco
Published in IEEE transactions on information theory (01.06.2024)
Published in IEEE transactions on information theory (01.06.2024)
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Journal Article
Concentration without Independence via Information Measures
Esposito, Amedeo Roberto, Mondelli, Marco
Published in 2023 IEEE International Symposium on Information Theory (ISIT) (25.06.2023)
Published in 2023 IEEE International Symposium on Information Theory (ISIT) (25.06.2023)
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Conference Proceeding
Strengthened Information-theoretic Bounds on the Generalization Error
Issa, Ibrahim, Esposito, Amedeo Roberto, Gastpar, Michael
Published in 2019 IEEE International Symposium on Information Theory (ISIT) (01.07.2019)
Published in 2019 IEEE International Symposium on Information Theory (ISIT) (01.07.2019)
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Conference Proceeding
From Generalisation Error to Transportation-cost Inequalities and Back
Esposito, Amedeo Roberto, Gastpar, Michael
Published in 2022 IEEE International Symposium on Information Theory (ISIT) (26.06.2022)
Published in 2022 IEEE International Symposium on Information Theory (ISIT) (26.06.2022)
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Conference Proceeding
Properties of the Strong Data Processing Constant for Rényi Divergence
Jin, Lifu, Esposito, Amedeo Roberto, Gastpar, Michael
Published in 2024 IEEE International Symposium on Information Theory (ISIT) (07.07.2024)
Published in 2024 IEEE International Symposium on Information Theory (ISIT) (07.07.2024)
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Conference Proceeding
Variational Characterizations of Sibson's \alpha-Mutual Information
Esposito, Amedeo Roberto, Gastpar, Michael, Issa, Ibrahim
Published in 2024 IEEE International Symposium on Information Theory (ISIT) (07.07.2024)
Published in 2024 IEEE International Symposium on Information Theory (ISIT) (07.07.2024)
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Conference Proceeding
On conditional Sibson's \alpha -Mutual Information
Esposito, Amedeo Roberto, Wu, Diyuan, Gastpar, Michael
Published in 2021 IEEE International Symposium on Information Theory (ISIT) (12.07.2021)
Published in 2021 IEEE International Symposium on Information Theory (ISIT) (12.07.2021)
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Conference Proceeding
Robust Generalization via f−Mutual Information
Esposito, Amedeo Roberto, Gastpar, Michael, Issa, Ibrahim
Published in 2020 IEEE International Symposium on Information Theory (ISIT) (01.06.2020)
Published in 2020 IEEE International Symposium on Information Theory (ISIT) (01.06.2020)
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Conference Proceeding
Lower-bounds on the Bayesian Risk in Estimation Procedures via f-Divergences
Vandenbroucque, Adrien, Esposito, Amedeo Roberto, Gastpar, Michael
Published in 2022 IEEE International Symposium on Information Theory (ISIT) (26.06.2022)
Published in 2022 IEEE International Symposium on Information Theory (ISIT) (26.06.2022)
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Conference Proceeding
On Sibson's α-Mutual Information
Esposito, Amedeo Roberto, Vandenbroucque, Adrien, Gastpar, Michael
Published in 2022 IEEE International Symposium on Information Theory (ISIT) (26.06.2022)
Published in 2022 IEEE International Symposium on Information Theory (ISIT) (26.06.2022)
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Conference Proceeding