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What's in an Earth Embedding? An Explainability Analysis of Location Encoders

arXiv cs.LG · 2026-06-25 Cached

This paper introduces methods to decompose location embeddings from geographic implicit neural representations into human-interpretable features, such as sparse latent concepts, natural language concepts, and visual features, revealing geographic structures like forests and urban areas.

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