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News/FireGraphNet: Sub-daily wildfire spread prediction with directed graph neural networks
arxiv
PublishedOctober 15, 2026 at 4:00 AM

FireGraphNet: Sub-daily wildfire spread prediction with directed graph neural networks

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arXiv:2610.19191v1 Announce Type: new Abstract: Wildfire decisions are made in hours, yet most learned spread models predict daily on targets including burned area. We propose FireGraphNet which formulates 12-hour growth as node classification on directed H3 graphs, with candidates ahead of the fron

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