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Shi-Yi Wang

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#machine learning Preprint Sep 2026

Discrete Beckmann Transport Models for One-Step Language Modeling and Reasoning

DBTM is introduced, built on a time-independent flow whose autonomous transport map provably carries any point in the ambient space to a fixed point on the vertices of the simplex in a single step, and is characterized by a conservation equation whose residual can be minimized directly from data.

Sophia Tang, Shi-Yi Wang · 2 citations · ⚡2