cs.CE · 2026-06-11 · No. 20

Computational Engineering, Finance, and Science, 2026-06-11.

1 new papers in cs.CE. Titles, authors, abstracts. Links to arXiv. Want this in your inbox every morning? Subscribe →

01 — The papers

1 entries
  1. 01

    Neural-Parameterized Cellular Automata for Wildfire Spread

    Maksym Zhenirovskyy, Ion Matei, Rohit Vuppala, Takuya Kurihana, Hon Yung Wonga

    cs.CE · cs.LG · physics.comp-ph

    Traditional wildfire models rely on rigid, low-dimensional parameters and static fuel maps, frequently underpredicting fire spread. To address this weakness, we introduce a hybrid deep-learning parameterized Probabilistic Cellular Automata (CA) framework implemented in JAX. Our approach employs a Multi-Scale Convolutional Neural Network to dynamically generate spatially varying parameters that govern fire-spread probability, wind alignment,...

    arxiv.org/abs/2606.11676 · PDF

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