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Nathan Jacobs

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#machine learning Preprint Sep 2026

MIND the Gap: A Geographic Implicit Neural Representation with Adjustable Spatial Scale

Geographic measurements are often sparse, leaving large areas without labels for the quantities we want to map. Geographic implicit neural representations (INRs) provide coordinate-based embeddings that can be combined with sparse labels to predict at unsampled locations without satellite imagery at inference. Yet exis...

Isaac Corley, Arjun Rao, Esther Rolf et al. · 1 citation

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