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Team

Chenlin Meng
Stanford University
Sherrie Wang
UC Berkeley
Anne Driscoll
Stanford University
Erik Rozi
Stanford University
Patrick Liu
Stanford University
Jihyeon Lee
Stanford University
Marshall Burke
Stanford University
David Lobell
Stanford University
Stefano Ermon
Stanford University

Acknowledgments

The authors would like to thank everyone from the Stanford Sustainability and AI Lab for the constructive feedback and discussion; the Mapillary team for technical supports on the dataset; Rose Rustowicz for helping compile the crop type mapping dataset in Ghana and South Sudan, as well as Anna X. Wang and Jiaxuan You for their help in making the crop yield dataset.

This work was supported by NSF awards (#1651565, #1522054), the Stanford Institute for Human-Centered AI (HAI), the Stanford King Center, the United States Agency for International Development (USAID), a Sloan Research Fellowship, and the Global Innovation Fund.