Membership Inference Attacks on Diffusion Models via Quantile Regression

Shuai Tang; Steven Wu; Sergul Aydore; Michael Kearns; Aaron Roth

2024 ICML ICML 2024

Membership Inference Attacks on Diffusion Models via Quantile Regression

Abstract

No abstract available. No abstract was captured for this paper when its proceedings were scraped - most often an older edition published without one online. How the corpus is built.

🌉 Interdisciplinary Bridge - Artificial Intelligence and Computer Vision

🐣 Hot Topic Early Bird - membership inference attack

Authors

Shuai Tang, Steven Wu, Sergul Aydore, Michael Kearns, Aaron Roth

Topics

Machine Learning > Core Methods > Regression Deep Learning > Models > Diffusion Models Computer Vision > Generation > Image Generation

Keywords

image synthesis quantile regression diffusion model reconstruction loss privacy vulnerability membership inference attack

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