Equivariant Differentially Private Deep Learning: Why DP-SGD Needs Sparser Models

Author:

Hölzl Florian A.1ORCID,Rueckert Daniel2ORCID,Kaissis Georgios3ORCID

Affiliation:

1. Technical University of Munich, Munich, Germany

2. Imperial College London & Technical University of Munich, Munich, Germany

3. Helmholtz Munich & Technical University of Munich, Munich, Germany

Funder

Bavarian State Ministry for Science and the Arts

ERC Deep4MI

German Federal Ministry of Education and Research

Special Research Programme of the State of Bavaria

Publisher

ACM

Reference39 articles.

1. Deep Learning with Differential Privacy

2. Abien Fred Agarap . 2018. Deep Learning using Rectified Linear Units (ReLU). ArXiv abs/1803.08375 ( 2018 ). Abien Fred Agarap. 2018. Deep Learning using Rectified Linear Units (ReLU). ArXiv abs/1803.08375 (2018).

3. Borja Balle , Giovanni Cherubin , and Jamie Hayes . 2022 . Reconstructing Training Data with Informed Adversaries. 2022 IEEE Symposium on Security and Privacy (SP) (2022), 1138--1156. Borja Balle, Giovanni Cherubin, and Jamie Hayes. 2022. Reconstructing Training Data with Informed Adversaries. 2022 IEEE Symposium on Security and Privacy (SP) (2022), 1138--1156.

4. VERIFICATION OF FORECASTS EXPRESSED IN TERMS OF PROBABILITY

5. Nicholas Carlini , Florian Tramèr , Eric Wallace , Matthew Jagielski , Ariel Herbert-Voss , Katherine Lee , Adam Roberts , Tom B. Brown , Dawn Xiaodong Song , Úlfar Erlingsson , Alina Oprea , and Colin Raffel . 2021 . Extracting Training Data from Large Language Models . In 30th USENIX Security Symposium (USENIX Security . USENIX Association, 2633--2650 . https://www.usenix.org/conference/usenixsecurity21/presentation/carlini-extracting Nicholas Carlini, Florian Tramèr, Eric Wallace, Matthew Jagielski, Ariel Herbert-Voss, Katherine Lee, Adam Roberts, Tom B. Brown, Dawn Xiaodong Song, Úlfar Erlingsson, Alina Oprea, and Colin Raffel. 2021. Extracting Training Data from Large Language Models. In 30th USENIX Security Symposium (USENIX Security . USENIX Association, 2633--2650. https://www.usenix.org/conference/usenixsecurity21/presentation/carlini-extracting

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