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Puwei Lian

1 accepted papers

2026

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

ICML 2026poster

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 were utilized during a model's training phase. As current MIAs f…

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