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02/28/2023
Asymptotically Optimal Generalization Error Bounds for Noisy, Iterative Algorithms
We adopt an information-theoretic framework to analyze the generalizatio...
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02/02/2022
Age Distribution in Arbitrary Preemptive Memoryless Networks
We study the probability distribution of age of information (AoI) in arb...
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05/12/2020
Strong Asymptotic Composition Theorems for Sibson Mutual Information
We characterize the growth of the Sibson mutual information, of any orde...
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01/14/2020
Robust Generalization via α-Mutual Information
The aim of this work is to provide bounds connecting two probability mea...
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12/01/2019
Generalization Error Bounds Via Rényi-, f-Divergences and Maximal Leakage
In this work, the probability of an event under some joint distribution ...
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03/09/2019
Strengthened Information-theoretic Bounds on the Generalization Error
The following problem is considered: given a joint distribution P_XY and...
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03/05/2019
A New Approach to Adaptive Data Analysis and Learning via Maximal Leakage
There is an increasing concern that most current published research find...
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07/20/2018
An Operational Approach to Information Leakage
Given two random variables X and Y, an operational approach is undertake...
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11/02/2017