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Author

Jakob Gawlikowski

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Preprint Aug 2026

Beyond Accuracy: Assessing Calibration of Geospatial Foundation Models and Their Sensitivity to Distribution Shifts

Geospatial Foundation Models (GeoFMs) are most commonly ranked and selected by accuracy on standard benchmark conditions via averaged ranks. We show that this protocol is too narrow: the promised deployment in critical EO tasks requires further angles of analysis, mainly calibration, the agreement between a model's con...

Nils Lehmann, Jakob Gawlikowski, Burak Ekim et al. · 0 citations
Jul 2026

LunarFM: A Shared Multimodal Representation of the Moon's Surface

Lunarfm is introduced, a multimodal foundation model that learns a general representation of the lunar surface from diverse orbital measurements, and demonstrates that this embedding space supports a diverse range of downstream applications, enabling efficient scientific investigation and resource-oriented analysis.

Marc Girona-Mata, Jakob Gawlikowski, Sumit Goski et al. · 1 citation

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