3 papers
cs.LG2025
Harvesting AlphaEarth: Benchmarking the Geospatial Foundation Model for Agricultural Downstream Tasks
Yuchi Ma, Yawen Shen, Anu Swatantran +1
Geospatial foundation models (GFMs) have emerged as a promising approach to overcoming the limitations in existing featurization methods. More recently, Google DeepMind has introdu…
stat.AP2025
Scalable Vision-Guided Crop Yield Estimation
Harrison H. Li, Medhanie Irgau, Nabil Janmohamed +2
Precise estimation and uncertainty quantification for average crop yields are critical for agricultural monitoring and decision making. Existing data collection methods, such as cr…
stat.AP2025
Precrop Payoffs: Causal machine learning reveals large but variable yield benefits of crop rotation in major breadbaskets
Dan M. Kluger, Stefania Di Tommaso, David B. Lobell
Building sustainable food systems that are resilient to climate change will require improved agricultural management and policy. One common practice that is well-known to benefit c…