cond-mat.mtrl-sci · 2026-09-10 · No. 111

Materials Science, 2026-09-10.

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

01 — The papers

1 entries
  1. 01

    uFlowCSP: Crystal Structure Prediction using Mean flow generative models

    Sourin Dey, Dipannoy Das Gupta, Lai Wei, Sadman Sadeed Omee, Jianjun Hu

    cond-mat.mtrl-sci · cs.AI · cs.LG

    Crystal structure prediction (CSP) is fundamental to computational materials discovery. Generative models including CDVAE, DiffCSP, FlowMM, and CrystalFlow learn stable-crystal distributions directly, but diffusion and flow-matching inference requires tens to thousands of sequential network evaluations per candidate. We introduce uFlowCSP, a MeanFlow-based CSP model that learns the average, rather than instantaneous, probability-flow...

    arxiv.org/abs/2609.09799 · PDF

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