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Nonparametric Estimation of the Fisher Information and Its Applications

May 07, 2020
Wei Cao, Alex Dytso, Michael Fauß, H. Vincent Poor, Gang Feng


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

May 05, 2020
Semih Yagli, Alex Dytso, H. Vincent Poor

* Accepted for publication in Proceedings of 21st IEEE International Workshop on Signal Processing Advances in Wireless Communications (SPAWC), 2020. arXiv version is 10pt font, 6 Pages. This is the same document as the SPAWC version, except that the conference version is written with 9pt font to meet the strict page margin requirements 

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The Vector Poisson Channel: On the Linearity of the Conditional Mean Estimator

Mar 19, 2020
Alex Dytso, Michael Fauss, H. Vincent Poor


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MVG Mechanism: Differential Privacy under Matrix-Valued Query

Oct 16, 2018
Thee Chanyaswad, Alex Dytso, H. Vincent Poor, Prateek Mittal

* Thee Chanyaswad, Alex Dytso, H. Vincent Poor, and Prateek Mittal. 2018. MVG Mechanism: Differential Privacy under Matrix-Valued Query. In 2018 ACM SIGSAC Conference on Computer and Communications Security (CCS'18) 
* Appeared in CCS'18 

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A Differential Privacy Mechanism Design Under Matrix-Valued Query

Feb 26, 2018
Thee Chanyaswad, Alex Dytso, H. Vincent Poor, Prateek Mittal

* arXiv admin note: substantial text overlap with arXiv:1801.00823 

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