physics.data-an · 2026-09-15 · No. 114

Data Analysis, Statistics and Probability, 2026-09-15.

1 new papers in physics.data-an. Titles, authors, abstracts. Links to arXiv. Want this in your inbox every morning? Subscribe →

01 — The papers

1 entries
  1. 01

    Online local learning for generative thermodynamic computing

    Huilin Wang, Weibing Deng

    physics.data-an · cs.LG

    Generative thermodynamic computers turn thermal noise into structured data through Langevin dynamics. We train these systems with a local update at each integration step. The reverse-path Onsager-Machlup objective yields a coupling gradient that is a symmetric sum of local residual-state correlations. We apply this gradient immediately rather than accumulating it over a full trajectory. In digital simulations using MNIST prototypes, online...

    arxiv.org/abs/2609.15439 · PDF

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