cond-mat.stat-mech · 2026-05-23 · No. 8

Statistical Mechanics, 2026-05-23.

1 new papers in cond-mat.stat-mech. Titles, authors, abstracts. Links to arXiv. Want this in your inbox every morning? Subscribe →

01 — The papers

1 entries
  1. 01

    Thermodynamic Irreversibility of Training Algorithms

    Liu Ziyin, Yuanjie Ren, Adam Levine, Isaac Chuang

    cond-mat.stat-mech · cs.AI · cs.LG

    The training algorithms for AI systems all introduce far-from-equilibrium dynamical processes, and understanding the irreversibility of these algorithms is a fundamental step towards understanding the learning dynamics of modern AI systems. In this work, we establish a general framework for defining and analyzing the irreversibility of training algorithms. We show that four different ways to characterize the irreversibility of dynamical...

    arxiv.org/abs/2605.21933 · PDF

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