@article{physicsinformedmeshgraphnetspimgnsneural, title = {Physics-informed MeshGraphNets (PI-MGNs): Neural finite element solvers for non-stationary and nonlinear simulations on arbitrary meshes}, author = {Tobias Würth and Niklas Freymuth and Clemens Zimmerling and Gerhard Neumann and Luise Kärger}, year = {2024}, eprint = {2402.10681}, archivePrefix = {arXiv}, url = {https://arxiv.org/abs/2402.10681v1}, }