Sharma, Vinay https://orcid.org/0009-0005-1151-4634
Fink, Olga https://orcid.org/0000-0002-9546-1488
Funding for this research was provided by:
Schweizerischer Nationalfonds zur Förderung der Wissenschaftlichen Forschung (200021_200461)
Schweizerischer Nationalfonds zur Förderung der Wissenschaftlichen Forschung (200021_200461)
Article History
Received: 23 January 2025
Accepted: 9 December 2025
First Online: 15 January 2026
Competing interests
: V.S. and O.F. are the inventors on patent application EP 24220892.4, filed by École Polytechnique Fédérale de Lausanne (EPFL) at the European Patent Office in Munich, Germany. The application covers aspects of the physics-informed graph neural network framework described in this manuscript.