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Philip Stark

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#machine learning Preprint Sep 2026

When local gains fail to transfer: Frozen Earth-observation embeddings across wildfires

Frozen Earth-observation embeddings are judged almost entirely by spatially blocked cross-validation inside one study region. We show that this number does not predict accuracy in a new region; we show why; and we show the one setting in which such a model does keep working, using a protocol that needs only a linear pr...

Philip Stark, A. Sopasakis, Ola Hall · 0 citations

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