White papers were solicited for development and application of AI methods in areas relevant to EESSD research with an emphasis on quantifying and improving Earth system predictability, particularly related to the integrative water cycle and extreme events. Our
white paper focuses on improving the earth system model through uncertainty attribution and active learning.