2 papers
cs.LG2026
Applying foundation model embeddings towards urban livability evaluation
Ayush Khot, Wen Zhou, Shaowen Wang
While accurate measurement of socioeconomic indicators remains challenging in data-scarce regions, which limits policy interventions and resource allocation, high-resolution geospa…
cs.LG2026
Do Location Encoders Capture Spatial Effects? A GeoShapley Benchmark Across Scales
Daniel Kiv, Shaowen Wang
Location encoders transform geographic coordinates into high dimensional embeddings for downstream machine learning, but it is unclear how well these representations capture interp…