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Shruti Tople

Microsoft Research

On the Efficacy of Differentially Private Few-shot Image Classification


Feb 02, 2023
Marlon Tobaben, Aliaksandra Shysheya, John Bronskill, Andrew Paverd, Shruti Tople, Santiago Zanella-Beguelin, Richard E Turner, Antti Honkela

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Analyzing Leakage of Personally Identifiable Information in Language Models


Feb 01, 2023
Nils Lukas, Ahmed Salem, Robert Sim, Shruti Tople, Lukas Wutschitz, Santiago Zanella-Béguelin

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SoK: Let The Privacy Games Begin! A Unified Treatment of Data Inference Privacy in Machine Learning


Dec 21, 2022
Ahmed Salem, Giovanni Cherubin, David Evans, Boris Köpf, Andrew Paverd, Anshuman Suri, Shruti Tople, Santiago Zanella-Béguelin

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Invariant Aggregator for Defending Federated Backdoor Attacks


Oct 04, 2022
Xiaoyang Wang, Dimitrios Dimitriadis, Sanmi Koyejo, Shruti Tople

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Membership Inference Attacks and Generalization: A Causal Perspective


Sep 18, 2022
Teodora Baluta, Shiqi Shen, S. Hitarth, Shruti Tople, Prateek Saxena

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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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Causally Constrained Data Synthesis for Private Data Release


May 27, 2021
Varun Chandrasekaran, Darren Edge, Somesh Jha, Amit Sharma, Cheng Zhang, Shruti Tople

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SOTERIA: In Search of Efficient Neural Networks for Private Inference


Jul 25, 2020
Anshul Aggarwal, Trevor E. Carlson, Reza Shokri, Shruti Tople

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