26 citations · 35 across the 4 of their papers we have counts for
4 papers
Quantifying geographic domain shift to decouple the geospatial transferability of human mobility flow generation models
Zhiyong Zhou, Song Gao, Qianheng Zhang +2
Human mobility serves as an essential proxy for understanding social, economic, and environmental dynamics in urban systems. Geospatial transferability, which measures a model's ca…
Artificial Intelligence Studies in Cartography: A Review and Synthesis of Methods, Applications, and Ethics
Yuhao Kang, Song Gao, Robert E. Roth
The past decade has witnessed the rapid development of geospatial artificial intelligence (GeoAI) primarily due to the ground-breaking achievements in deep learning and machine lea…
FLEE-GNN: A Federated Learning System for Edge-Enhanced Graph Neural Network in Analyzing Geospatial Resilience of Multicommodity Food Flows
Yuxiao Qu, Jinmeng Rao, Song Gao +6
Understanding and measuring the resilience of food supply networks is a global imperative to tackle increasing food insecurity. However, the complexity of these networks, with thei…
Building Privacy-Preserving and Secure Geospatial Artificial Intelligence Foundation Models
Jinmeng Rao, Song Gao, Gengchen Mai +1
In recent years we have seen substantial advances in foundation models for artificial intelligence, including language, vision, and multimodal models. Recent studies have highlight…