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Zuobin Xiong

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#diffusion models Preprint Aug 2026

Membership is Ownership: A Robust Ownership Verification Framework for Diffusion Models

This work investigates IP protection (i.e., model ownership verification) for diffusion models in a realistic commercial scenario with minimal model utility loss, and builds a framework for model ownership verification, termed ``{Membership is Ownership} (MiO)'', based on a population-level hypothesis test on a private member evidence dataset.

Feng-Nan Jiang, Zuobin Xiong, An Huang et al. · 0 citations