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Sebastian U. Stich

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#machine learning Preprint Sep 2026

Optimizers for Diffusion Models: A Controlled Benchmark

A controlled optimizer benchmark across four diffusion formulations, to the authors' knowledge the first for discrete diffusion, and methods validated on autoregressive language model pretraining transfer well: Muon, MARS-M and SOAP each beat the tuned AdamW on at least one diffusion formulation.

Arman Bolatov, Egor Shulgin, David Li et al. · 0 citations

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