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arxiv_cs_lg · Oct 29, 2026 · paper

Source brief

Difficulty Calibration Across Time for Membership Inference in Diffusion Models

arxiv.orgOct 29, 2026
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In brief

Modern diffusion models are trained on massive datasets that often include copyrighted or private images. Membership inference attacks (MIAs) address this by testing whether a given image was in a model's training set. The standard approach scores an image by its reconstruction l

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