Picture for Guillaume Lauga

Guillaume Lauga

OCKHAM

Sparsity in neural networks can improve their privacy

Add code
Apr 20, 2023
Antoine Gonon, Léon Zheng, Clément Lalanne, Quoc-Tung Le, Guillaume Lauga, Can Pouliquen

Figure 1 for Sparsity in neural networks can improve their privacy
Figure 2 for Sparsity in neural networks can improve their privacy
Figure 3 for Sparsity in neural networks can improve their privacy
Figure 4 for Sparsity in neural networks can improve their privacy

This article measures how sparsity can make neural networks more robust to membership inference attacks. The obtained empirical results show that sparsity improves the privacy of the network, while preserving comparable performances on the task at hand. This empirical study completes and extends existing literature.

Viaarxiv icon
Github IconAccess Paper or Ask Questions
Twitter IconFacebook IconLinkedin IconWhatsapp IconMessenger Icon

Sparsity in neural networks can increase their privacy

Add code
Apr 11, 2023
Antoine Gonon, Léon Zheng, Clément Lalanne, Quoc-Tung Le, Guillaume Lauga, Can Pouliquen

Figure 1 for Sparsity in neural networks can increase their privacy
Figure 2 for Sparsity in neural networks can increase their privacy
Figure 3 for Sparsity in neural networks can increase their privacy
Figure 4 for Sparsity in neural networks can increase their privacy

This article measures how sparsity can make neural networks more robust to membership inference attacks. The obtained empirical results show that sparsity improves the privacy of the network, while preserving comparable performances on the task at hand. This empirical study completes and extends existing literature.

* in French language 
Viaarxiv icon
Github IconAccess Paper or Ask Questions
Twitter IconFacebook IconLinkedin IconWhatsapp IconMessenger Icon