Physical Simulation Surrogate Modeling on DeformingPlate
6.5Rollout RMSEPhysics-informed Multigrid GNN
Evaluation results
| Method | Links | ||
|---|---|---|---|
| Physics-informed Multigrid GNNNumber of Parameters=2.9M2026.05 | 6.5 | 0.095 | |
| UNISOMANumber of Parameters=2.85M2026.05 | 11.46 | 0.16 | |
| MeshGraphNetsNumber of Parameters=2.8M2026.05 | 12.75 | 0.1 | |
| HCMTNumber of Parameters=2.53M2026.05 | 12.97 | 0.14 | |
| Multi-Scale GNNNumber of Parameters=3.1M2026.05 | 15.7 | 0.1 | |
| BSMSNumber of Parameters=2.1M2026.05 | 16.6 | 0.15 | |
| Transformer GNNNumber of Parameters=3.5M2026.05 | 24.97 | 1.2 | |
| Transolver++Number of Parameters=722K2026.05 | 29.8 | 1 |