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Individually Conditional Individual Mutual Information Bound on Generalization Error

Individually Conditional Individual Mutual Information Bound on Generalization Error

Ruida Zhou
C. Tian
Tie Liu
ArXivPDFHTML

Papers citing "Individually Conditional Individual Mutual Information Bound on Generalization Error"

4 / 4 papers shown
Title
Generalization Guarantees for Representation Learning via Data-Dependent Gaussian Mixture Priors
Generalization Guarantees for Representation Learning via Data-Dependent Gaussian Mixture Priors
Romain Chor
Milad Sefidgaran
Piotr Krasnowski
144
2
0
21 Feb 2025
Sharpened Generalization Bounds based on Conditional Mutual Information and an Application to Noisy, Iterative Algorithms
Sharpened Generalization Bounds based on Conditional Mutual Information and an Application to Noisy, Iterative Algorithms
Mahdi Haghifam
Jeffrey Negrea
Ashish Khisti
Daniel M. Roy
Gintare Karolina Dziugaite
69
105
0
27 Apr 2020
Information-Theoretic Generalization Bounds for SGLD via Data-Dependent Estimates
Information-Theoretic Generalization Bounds for SGLD via Data-Dependent Estimates
Jeffrey Negrea
Mahdi Haghifam
Gintare Karolina Dziugaite
Ashish Khisti
Daniel M. Roy
FedML
143
149
0
06 Nov 2019
Information-theoretic analysis of generalization capability of learning algorithms
Information-theoretic analysis of generalization capability of learning algorithms
Aolin Xu
Maxim Raginsky
70
442
0
22 May 2017

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