Turbulent flow prediction on Turbulent airfoil flow (test)
0.0003u MSEArGEnT DeepONet
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| ArGEnT DeepONetAttention mechanism=Cross-attention2026.02 | 0.0003 | 0.0003 | 0.0003 | 0.0064 | |
| ArGEnT DeepONetAttention mechanism=Self-attention2026.02 | 0.0003 | 0.0003 | 0.0023 | 0.0072 | |
| ArGEnT DeepONetAttention mechanism=Hybrid-attention2026.02 | 0.0008 | 0.0003 | 0.0008 | 0.0044 | |
| GraphSAGEModel=GraphSAGE2026.02 | 0.0083 | 0.0099 | 0.0066 | 0.016 | |
| MLPModel=MLP2026.02 | 0.0095 | 0.0098 | 0.0074 | 0.019 | |
| Graph U-NetModel=Graph U-Net2026.02 | 0.0152 | 0.0203 | 0.0066 | 0.0146 | |
| PointNetModel=PointNet2026.02 | 0.035 | 0.0364 | 0.0115 | 0.0292 |