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Home/Authors/Aran Raoufi

Aran Raoufi

1 indexed paper

Recent (6 mo)
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Publications per year

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26

Top categories

ML×1AI×1NLP×1Info Theory×1Stats ML×1

Frequent co-authors

Rodrigo Casado Noguerales1×
Bernhard Schölkopf1×
Thomas Hofmann1×

Research Timeline

2026
What Does a Discrete Diffusion Model Learn?

This paper derives the Oracle Distance theorem for discrete diffusion models and proves that the negative ELBO is equal to the data entropy plus the path KL from the oracle reverse process to the learned one.

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Papers

cs.LGcs.AIcs.CLTheoreticalRecentJul 6, 2026

What Does a Discrete Diffusion Model Learn?

Rodrigo Casado Noguerales, Bernhard Schölkopf, Thomas Hofmann, Aran Raoufi

This paper derives the Oracle Distance theorem for discrete diffusion models and proves that the negative ELBO is equal to the data entropy plus the path KL from the oracle reverse process to the lear…

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