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Shruti Tople

Microsoft Research

Distribution inference risks: Identifying and mitigating sources of leakage

Sep 18, 2022
Valentin Hartmann, Léo Meynent, Maxime Peyrard, Dimitrios Dimitriadis, Shruti Tople, Robert West

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* 14 pages, 8 figures

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Bayesian Estimation of Differential Privacy

Jun 15, 2022
Santiago Zanella-Béguelin, Lukas Wutschitz, Shruti Tople, Ahmed Salem, Victor Rühle, Andrew Paverd, Mohammad Naseri, Boris Köpf, Daniel Jones

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* 17 pages, 8 figures. Joint main authors: Santiago Zanella-B\'eguelin, Lukas Wutschitz, and Shruti Tople

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The Connection between Out-of-Distribution Generalization and Privacy of ML Models

Oct 07, 2021
Divyat Mahajan, Shruti Tople, Amit Sharma

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* Prior version accepted at Workshop on Privacy Preserving Machine Learning, NeurIPS 2020. Code: https://github.com/microsoft/robustdg

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