Diffusion Field Prediction on Random ellipsoidal point-cloud v1.0 (test)
0.0276MAECoreGNN-PINN
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| CoreGNN-PINNSettings=Identical physical and numerical settings2025.12 | 0.0276 | 0.0089 | |
| GCN-PINNSettings=Identical physical and numerical settings2025.12 | 0.0328 | 0.006 | |
| PINN (MLP + Physics)Settings=Identical physical and numerical settings2025.12 | 0.0634 | 0.0152 | |
| CNNSettings=Identical physical and numerical settings2025.12 | 0.0759 | 0.0553 | |
| MLP (No Physics)Settings=Identical physical and numerical settings2025.12 | 0.14 | 0.0416 |