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Jackson R. Ye

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#machine learning Preprint Aug 2026

A Hybrid State-Space Approach for Census-Tract Population Estimation

This work renders each administrative unit as a single polygon-masked satellite image and treats tract-level population estimation as a sequence-modeling problem over its image patches, pairing each tract image directly with its population label and eliminating the disaggregation step entirely.

Jackson R. Ye, Alexandr V. Morozov · 0 citations