M4GN: Mesh-based Multi-segment Hierarchical Graph Network for Dynamic Simulations

Bo Lei, Victor M. Castillo, Yeping Hu

Mesh-based graph neural networks (GNNs) have become effective surrogates for PDE simulations, yet their deep message passing incurs high cost and over-smoothing on large, long-rang…