10-step Incompressible Flow Rollout on NS-SL moderate viscosity (m) (test)
0.0036UV Relative L2 RatioARC-STAR
Evaluation Results
| Method | Links | |
|---|---|---|
| ARC-STAR2026.05 | 0.0036 | |
| UNO2026.05 | 0.0084 | |
| TFNO2026.05 | 0.0101 | |
| FNO2026.05 | 0.0103 | |
| Poseidon-FTtuning=LoRA, r=82026.05 | 0.0135 | |
| UNO2026.05 | 0.0148 | |
| FNO2026.05 | 0.0248 | |
| ARC-STAR2026.05 | 0.0274 | |
| TFNO2026.05 | 0.0308 | |
| Poseidon-FTtuning=Partial2026.05 | 0.0391 | |
| Poseidon-FTtuning=Partial2026.05 | 0.0417 | |
| DenseRes2026.05 | 0.0689 | |
| Poseidon-FTtuning=LoRA, r=82026.05 | 0.0944 | |
| U-Net2026.05 | 0.137 | |
| U-Net2026.05 | 0.27 | |
| PDE-Refiner2026.05 | 0.313 | |
| ResNet2026.05 | 0.471 | |
| PINO-TTO-litemode=lite2026.05 | 0.601 | |
| DenseRes2026.05 | 0.644 | |
| PINO-TTO-litemode=lite2026.05 | 0.665 | |
| Poseidon (raw)2026.05 | 1 | |
| Poseidon (raw)2026.05 | 1 | |
| Leray projection2026.05 | 1.005 | |
| Leray projection2026.05 | 1.035 | |
| PDE-Refiner2026.05 | 1.099 | |
| ResNet2026.05 | 2.154 | |
| PINN-Residual TTO2026.05 | 2.436 | |
| PINN-Residual TTO2026.05 | 2.744 | |
| PDEArena2026.05 | 4.374 | |
| PDEArena2026.05 | 8.113 |