2 papers
cs.LG2025
ExEBench: Benchmarking Foundation Models on Extreme Earth Events
Shan Zhao, Zhitong Xiong, Jie Zhao +1
Our planet is facing increasingly frequent extreme events, which pose major risks to human lives and ecosystems. Recent advances in machine learning (ML), especially with foundatio…
cs.LG2024
Beyond Grid Data: Exploring Graph Neural Networks for Earth Observation
Shan Zhao, Zhaiyu Chen, Zhitong Xiong +3
Earth Observation (EO) data analysis has been significantly revolutionized by deep learning (DL), with applications typically limited to grid-like data structures. Graph Neural Net…