LoCA: Enabling Multi-Modality in Geospatial Location Encoders
23 Oct 2026
Location encoders map geographic coordinates to high-dimensional descriptors through contrastive alignment with paired Earth Observation imagery. We prove that this construction is structurally limited: any Lipschitz location encoder produces an output of intrinsic dimension at…