Operator Learning on Darcy Flow beta = 1 (test)
0.0054RMSEOFormer
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| OFormerType=Normalised2024.10 | 0.0054 | 2.53 | 2.42 | |
| OFormer w/Mamba (MNO)Type=Mamba2024.10 | 0.0054 | 2.44 | 2.41 | |
| G.T. w/Mamba (MNO)Type=Mamba2024.10 | 0.0059 | 3.74 | 2.77 | |
| GNOT w/S.A.Type=Softmax2024.10 | 0.0061 | 3.94 | 2.99 | |
| GNOT w/Mamba (MNO)Type=Mamba2024.10 | 0.0061 | 3.67 | 2.97 | |
| UNetType=Non-Transformer2024.10 | 0.0064 | 3.25 | 1.96 | |
| OFormer w/S.A.Type=Softmax2024.10 | 0.0066 | 3.24 | 3.23 | |
| GNOTType=Galerkin2024.10 | 0.007 | 4.85 | 3.7 | |
| G.T. w/S.A.Type=Softmax2024.10 | 0.0103 | 10.5 | 6.48 | |
| FNOType=Non-Transformer2024.10 | 0.0119 | 6.42 | 3.63 | |
| G.T.Type=Galerkin2024.10 | 0.0188 | 20.27 | 12.61 | |
| DeepONetType=Non-Transformer2024.10 | 0.0193 | 10.23 | 10.23 |