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Physically Typed and Geometry-Aware Representations for Earth Foundation Models
A new arXiv paper proposes combining semantic geospatial embeddings from Earth-observation foundation models with the spherical operators and Earth-specific geometry used in weather and climate modeling. The authors argue for representations that carry explicit physical types and geometry awareness, rather than purely semantic features, to better serve downstream Earth science tasks.