Knowledge-Guided Graph Machine Learning for Spatially Distributed Prediction of Daily Discharge and Nitrogen Export Dynamics

Themes: Sustainability

Keywords: Modeling, Nitrogen, Water

Yang, J., Peng, B., Wang, Y., Ma, Z., Zhao, Q., Liu, L., Jia, X., Kumar, V., Pan, M., Jia, M., Li, X., Nieber, J., Jin, Z., Guan, K. Feb. 23, 2026. “Knowledge-Guided Graph Machine Learning for Spatially Distributed Prediction of Daily Discharge and Nitrogen Export Dynamics.” Water Research. DOI: 10.1016/j.watres.2026.125613.