Ashraf, Inaam, Strotherm, Janine, Hermes, Luca, and Hammer, Barbara. 2026. “Go with the Flow: Leveraging Physics-Informed Gradients to Solve Real-World Problems in Water Distribution Systems”. In Machine Learning and Knowledge Discovery in Databases. Applied Data Science Track and Demo Track. European Conference, ECML PKDD 2025, Porto, Portugal, September 15–19, 2025, Proceedings, Part X, ed. Inês Dutra, Mykola Pechenizkiy, Paulo Cortez, Sepideh Pashami, Arian Pasquali, Nuno Moniz, Alípio M. Jorge, et al., 41-59. Lecture Notes in Computer Science. Cham: Springer Nature Switzerland.