Navier-Stokes Rollout Simulation on Canonical incompressible Navier-Stokes (test)
0.053nRMSEDerivOpt
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| DerivOptBackbone=FNO2026.03 | 0.053 | 0.47 | |
| ArchMultiBackbone=FNO2026.03 | 0.054 | 0.19 | |
| LatentAE-HyperBackbone=FNO2026.03 | 0.055 | 0.24 | |
| DerivBaseBackbone=FNO2026.03 | 0.063 | 0.29 | |
| DerivOptBackbone=U-Net2026.03 | 0.063 | 0.43 | |
| ArchMultiBackbone=U-Net2026.03 | 0.063 | 0.16 | |
| LatentAE-HyperBackbone=U-Net2026.03 | 0.064 | 0.22 | |
| RolloutMultiBackbone=FNO2026.03 | 0.066 | 0.05 | |
| BestSingleDerivedBackbone=FNO2026.03 | 0.072 | 0.27 | |
| DerivBaseBackbone=U-Net2026.03 | 0.072 | 0.26 | |
| RolloutMultiBackbone=U-Net2026.03 | 0.075 | 0.03 | |
| BestSingleDerivedBackbone=U-Net2026.03 | 0.079 | 0.24 | |
| PrimitiveBackbone=FNO2026.03 | 0.083 | 0.03 | |
| DerivOptBackbone=Transformer2026.03 | 0.086 | 0.38 | |
| ArchMultiBackbone=Transformer2026.03 | 0.086 | 0.12 | |
| LatentAE-HyperBackbone=Transformer2026.03 | 0.088 | 0.16 | |
| PrimitiveBackbone=U-Net2026.03 | 0.091 | 0.01 | |
| DerivBaseBackbone=Transformer2026.03 | 0.095 | 0.21 | |
| RolloutMultiBackbone=Transformer2026.03 | 0.098 | 0.02 | |
| ArchMultiBackbone=ConvLSTM2026.03 | 0.1 | 0.11 | |
| DerivOptBackbone=ConvLSTM2026.03 | 0.101 | 0.36 | |
| LatentAE-HyperBackbone=ConvLSTM2026.03 | 0.102 | 0.16 | |
| BestSingleDerivedBackbone=Transformer2026.03 | 0.103 | 0.19 | |
| DerivBaseBackbone=ConvLSTM2026.03 | 0.109 | 0.19 | |
| RolloutMultiBackbone=ConvLSTM2026.03 | 0.112 | 0.01 | |
| PrimitiveBackbone=Transformer2026.03 | 0.114 | 0 | |
| BestSingleDerivedBackbone=ConvLSTM2026.03 | 0.117 | 0.18 | |
| PrimitiveBackbone=ConvLSTM2026.03 | 0.127 | 0 |