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cs.LG2026
Online Class Posteriors for Interpretable and Controllable Discrete Diffusion
Felix Koulischer, Gianni Van De Velde, François Remy +2
Discrete diffusion models remain far less understood than their continuous counterparts, despite recent breakthroughs across modalities, most notably in text. Leveraging tools from…
stat.ML2026
The Entropic Signature of Class Speciation in Diffusion Models
Florian Handke, Dejan Stančević, Felix Koulischer +2
Diffusion models do not recover semantic structure uniformly over time. Instead, samples transition from semantic ambiguity to class commitment within a narrow regime. Recent theor…