Daniel Cai

No Location Left Behind: Measuring and Improving the Fairness of Implicit Representations for Earth Data

Implicit neural representations (INRs) exhibit growing promise in addressing Earth representation challenges, ranging from emissions monitoring to climate modeling. However, existing methods disproportionately prioritize global average performance, whereas practitioners require fine-grained insights…