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Ben Beilharz
@engramm.ing

Sorry for the wait (been to China for 4 weeks between the years), but I finally managed to update the pre-print with more results and the code is now also available on: github.com/ag-perceptio... If you run into issues, let me know.

github.comGitHub - ag-perception-wallis-lab/MRD: Accompanying repository for MRD (Metamers Rendered Differentiably)Accompanying repository for MRD (Metamers Rendered Differentiably) - ag-perception-wallis-lab/MRD
Tom Wallis@tsawallis.bsky.social

Legit super excited about this work coming out. My amazing doctoral student @ben.graphics has been working on an idea to use physically based differentiable rendering (PBDR) to probe visual understanding. Here, we generate physically-grounded metamers for vision models. 1/4 arxiv.org/abs/2512.12307

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