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Home/Authors/Aman Saxena

Aman Saxena

1 indexed paper

Recent (6 mo)
1
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Publications per year

1
26

Top categories

ML×1Crypto×1

Frequent co-authors

Jan Schuchardt1×
Yan Scholten1×
Stephan Günnemann1×

Research Timeline

2026
Provable Robustness against Backdoor Attacks via the Primal-Dual Perspective on Differential Privacy

The paper proposes a novel framework using the primal-dual perspective of differential privacy to provide a unified, modular, and end-to-end robustness certification for complex machine learning models against joint backdoor attacks.

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Papers

cs.LGcs.CRRecentMay 20, 2026

Provable Robustness against Backdoor Attacks via the Primal-Dual Perspective on Differential Privacy

Aman Saxena, Jan Schuchardt, Yan Scholten, Stephan Günnemann

The paper proposes a novel framework using the primal-dual perspective of differential privacy to provide a unified, modular, and end-to-end robustness certification for complex machine learning model…

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