Author

Md Taslimul Hasan Toufique

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Preprint Sep 2026

Forging Tree-Ring: Reproducing and Instrumenting Black-Box Semantic Watermark Forgery

This work reproduces the Reprompt forgery attack of M\"uller et al. against Tree-Ring on Stable Diffusion XL, and reports a prediction made from reading the detector source that the authors' measurements then contradicted.

Saifur Rahman Tamim, Md Taslimul Hasan Toufique, A. M. Tayeful Islam · 0 citations