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Guillaume Lauga

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Sparsity in neural networks can improve their privacy

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

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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.

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Sparsity in neural networks can increase their privacy

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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
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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 
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