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News/Enhancing Membership Inference Attacks on Diffusion Models from a Frequency-Domain Perspective
arxiv
PublishedJuly 24, 2026 at 4:00 AM

Enhancing Membership Inference Attacks on Diffusion Models from a Frequency-Domain Perspective

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arXiv:2505.20955v5 Announce Type: replace-cross Abstract: Diffusion models have achieved tremendous success in image generation, but they also raise significant concerns regarding privacy and copyright issues. Membership Inference Attacks (MIAs) are designed to ascertain whether specific data was ut

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