Information-Theoretic Bounds on the Generalization Error and Privacy
Leakage in Federated Learning

Information-Theoretic Bounds on the Generalization Error and Privacy Leakage in Federated Learning

5 May 2020

H. Vincent Poor

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Papers citing "Information-Theoretic Bounds on the Generalization Error and Privacy Leakage in Federated Learning"

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Title
Heterogeneity Matters even More in Distributed Learning: Study from Generalization Perspective Masoud Kavian Romain Chor Milad Sefidgaran Abdellatif Zaidi FedML 93 1 0 03 Mar 2025
Advances and Open Problems in Federated Learning Peter Kairouz H. B. McMahan Brendan Avent A. Bellet M. Bennis ... Zheng Xu Qiang Yang Felix X. Yu Han Yu Sen Zhao FedML AI4CE 259 6,285 0 10 Dec 2019
Generalization Error Bounds Via Rényi-, $f$ -Divergences and Maximal Leakage A. Esposito Michael C. Gastpar Ibrahim Issa 51 76 0 01 Dec 2019
Information-Theoretic Generalization Bounds for SGLD via Data-Dependent Estimates Jeffrey Negrea Mahdi Haghifam Gintare Karolina Dziugaite Ashish Khisti Daniel M. Roy FedML 172 153 0 06 Nov 2019
Federated Learning: Challenges, Methods, and Future Directions Tian Li Anit Kumar Sahu Ameet Talwalkar Virginia Smith FedML 129 4,540 0 21 Aug 2019
Tightening Mutual Information Based Bounds on Generalization Error Yuheng Bu Shaofeng Zou Venugopal V. Veeravalli 58 177 0 15 Jan 2019
Chaining Mutual Information and Tightening Generalization Bounds Amir-Reza Asadi Emmanuel Abbe S. Verdú AI4CE 50 124 0 11 Jun 2018
Generalization Error Bounds for Noisy, Iterative Algorithms Ankit Pensia Varun Jog Po-Ling Loh 77 113 0 12 Jan 2018
Information-theoretic analysis of generalization capability of learning algorithms Aolin Xu Maxim Raginsky 176 447 0 22 May 2017
Differential Privacy as a Mutual Information Constraint P. Cuff Lanqing Yu 41 204 0 12 Aug 2016
Communication-Efficient Learning of Deep Networks from Decentralized Data H. B. McMahan Eider Moore Daniel Ramage S. Hampson Blaise Agüera y Arcas FedML 406 17,559 0 17 Feb 2016
How much does your data exploration overfit? Controlling bias via information usage D. Russo James Zou 52 192 0 16 Nov 2015