Umut Simsekli

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Architecture Design (Transformers, SSMs, MoE) (1)Natural Language Processing (1)Training Efficiency & Optimization (1)

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Samson Gourevitch (1)Yazid Janati (1)Dario Shariatian (1)Eric Moulines (1)

Papers (1)

May 21, 2026

Samson Gourevitch +7May 21, 2026·also Computing and Mathematical Sciences, Laboratoire de Recherche d'EPITA, Mohamed, Zayed University of Artificial

Uniform Diffusion Models Revisited: Leave-One-Out Denoiser and Absorbing State Reformulation

Uniform Diffusion Models aren't optimized by the objective you thought they were, and fixing this mismatch closes the gap with Masked Diffusion Models.

Samson Gourevitch, Yazid Janati, Dario Shariatian +5

Architecture Design (Transformers, SSMs, MoE)Natural Language Processing Training Efficiency & Optimization

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Umut Simsekli

Research focus

Frequent co-authors

Papers (1)