Assessing Membership Inference Privacy Risks in Medical Diffusion Models via Discrete Encoding-Based Inference

The rapid adoption of diffusion models in medical imaging has raised significant concerns regarding data privacy, especially their susceptibility to Membership Inference Attacks (MIAs). However, the privacy risks associated with diffusion models in the medical domain remain underexplored compared to...

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Bibliographic Details

Main Authors:	Fei Kong, Hao Cheng, Tianlong Chen, Xiaoshuang Shi, Chenxi Yuan
Format:	Artigo
Language:	Inglês
Published:	MDPI AG 2026-03-01
Series:	Applied Sciences
Subjects:	diffusion models membership inference attack medical image privacy
Online Access:	https://www.mdpi.com/2076-3417/16/7/3140
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