Hardening Confidential Federated Compute against Side-channel Attacks

Fuente: arXiv
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Autori principali: Bell-Clark, James, Cheu, Albert, Gascon, Adria, Katz, Jonathan
Natura: Preprint
Pubblicazione: 2026
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author Bell-Clark, James
Cheu, Albert
Gascon, Adria
Katz, Jonathan
author_facet Bell-Clark, James
Cheu, Albert
Gascon, Adria
Katz, Jonathan
contents In this work, we identify a set of side-channels in our Confidential Federated Compute platform that a hypothetical insider could exploit to circumvent differential privacy (DP) guarantees. We show how DP can mitigate two of the side-channels, one of which has been implemented in our open-source library.
format Preprint
id arxiv_https___arxiv_org_abs_2603_21469
institution arXiv
publishDate 2026
record_format arxiv
spellingShingle Hardening Confidential Federated Compute against Side-channel Attacks
Bell-Clark, James
Cheu, Albert
Gascon, Adria
Katz, Jonathan
Cryptography and Security
Data Structures and Algorithms
In this work, we identify a set of side-channels in our Confidential Federated Compute platform that a hypothetical insider could exploit to circumvent differential privacy (DP) guarantees. We show how DP can mitigate two of the side-channels, one of which has been implemented in our open-source library.
title Hardening Confidential Federated Compute against Side-channel Attacks
topic Cryptography and Security
Data Structures and Algorithms
url https://arxiv.org/abs/2603.21469