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Santiago Zanella Béguelin
Publications
- 2024
- [i17]Giovanni Cherubin, Boris Köpf, Andrew Paverd, Shruti Tople, Lukas Wutschitz, Santiago Zanella Béguelin:
Closed-Form Bounds for DP-SGD against Record-level Inference. CoRR abs/2402.14397 (2024) - 2023
- [c39]Santiago Zanella Béguelin, Lukas Wutschitz, Shruti Tople, Ahmed Salem, Victor Rühle, Andrew Paverd, Mohammad Naseri, Boris Köpf, Daniel Jones:
Bayesian Estimation of Differential Privacy. ICML 2023: 40624-40636 - [c38]Ahmed Salem, Giovanni Cherubin, David Evans, Boris Köpf, Andrew Paverd, Anshuman Suri, Shruti Tople, Santiago Zanella Béguelin:
SoK: Let the Privacy Games Begin! A Unified Treatment of Data Inference Privacy in Machine Learning. SP 2023: 327-345 - [i14]Lukas Wutschitz, Boris Köpf, Andrew Paverd, Saravan Rajmohan, Ahmed Salem, Shruti Tople, Santiago Zanella Béguelin, Menglin Xia, Victor Rühle:
Rethinking Privacy in Machine Learning Pipelines from an Information Flow Control Perspective. CoRR abs/2311.15792 (2023) - 2022
- [i13]Santiago Zanella Béguelin, Lukas Wutschitz, Shruti Tople, Ahmed Salem, Victor Rühle, Andrew Paverd, Mohammad Naseri, Boris Köpf, Daniel Jones:
Bayesian Estimation of Differential Privacy. CoRR abs/2206.05199 (2022) - [i12]Ahmed Salem, Giovanni Cherubin, David Evans, Boris Köpf, Andrew Paverd, Anshuman Suri, Shruti Tople, Santiago Zanella Béguelin:
SoK: Let The Privacy Games Begin! A Unified Treatment of Data Inference Privacy in Machine Learning. CoRR abs/2212.10986 (2022) - 2021
- [c36]Santiago Zanella Béguelin, Shruti Tople, Andrew Paverd, Boris Köpf:
Grey-box Extraction of Natural Language Models. ICML 2021: 12278-12286 - 2020
- [c35]Santiago Zanella Béguelin, Lukas Wutschitz, Shruti Tople, Victor Rühle, Andrew Paverd, Olga Ohrimenko, Boris Köpf, Marc Brockschmidt:
Analyzing Information Leakage of Updates to Natural Language Models. CCS 2020: 363-375 - 2019
- [i10]Shruti Tople, Marc Brockschmidt, Boris Köpf, Olga Ohrimenko, Santiago Zanella Béguelin:
Analyzing Privacy Loss in Updates of Natural Language Models. CoRR abs/1912.07942 (2019) - 2013
- [j1]Gilles Barthe, Boris Köpf, Federico Olmedo, Santiago Zanella Béguelin:
Probabilistic Relational Reasoning for Differential Privacy. ACM Trans. Program. Lang. Syst. 35(3): 9:1-9:49 (2013) - 2012
- [c13]Gilles Barthe, Boris Köpf, Federico Olmedo, Santiago Zanella Béguelin:
Probabilistic relational reasoning for differential privacy. POPL 2012: 97-110
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