3 papers
cs.CY2026
A Joint Synthetic Housing-Household Inventory
Xiao Qian, Shangjia Dong, Rachel Davidson
Accurately understanding the interactions between humans and the built environment requires integrated representations of both the buildings and the populations that occupy them. H…
cs.LG2026
PASM: Population Adaptive Symbolic Mixture-of-Experts Model for Cross-location Hurricane Evacuation Decision Prediction
Xiao Qian, Shangjia Dong
Accurate prediction of evacuation behavior is critical for disaster preparedness, yet models trained in one region often fail elsewhere. Using a multi-state hurricane evacuation su…
cs.LG2025
Deep Contrastive Learning for Feature Alignment: Insights from Housing-Household Relationship Inference
Xiao Qian, Shangjia Dong, Rachel Davidson
Housing and household characteristics are key determinants of social and economic well-being, yet our understanding of their interrelationships remains limited. This study addresse…