Transfer Learning on D3D-ITER
1.58Relative L2 ErrorMIONet
Evaluation results
| Method | Links | |
|---|---|---|
| MIONetSamples=10002026.06 | 1.58 | |
| Wavelet Neural OperatorSamples=10002026.06 | 1.74 | |
| Fourier Neural OperatorSamples=10002026.06 | 2.46 | |
| NOMADSamples=10002026.06 | 3.65 | |
| MIONetSamples=1002026.06 | 4.19 | |
| Wavelet Neural OperatorSamples=1002026.06 | 4.19 | |
| Fourier Neural OperatorSamples=1002026.06 | 4.52 | |
| Spatio-Spectral Graph Neural OperatorSamples=10002026.06 | 8.59 | |
| NOMADSamples=1002026.06 | 12.35 | |
| Fourier Neural OperatorSamples=102026.06 | 13.66 | |
| Wavelet Neural OperatorSamples=102026.06 | 14.17 | |
| MIONetSamples=102026.06 | 16.37 | |
| Spatio-Spectral Graph Neural OperatorSamples=1002026.06 | 18.47 | |
| NOMADSamples=102026.06 | 23.14 | |
| Wavelet Neural OperatorSamples=Zero Shot2026.06 | 31.49 | |
| Spatio-Spectral Graph Neural OperatorSamples=102026.06 | 33.87 | |
| Fourier Neural OperatorSamples=Zero Shot2026.06 | 49.64 | |
| MIONetSamples=Zero Shot2026.06 | 50.64 | |
| NOMADSamples=Zero Shot2026.06 | 51.81 | |
| Spatio-Spectral Graph Neural OperatorSamples=Zero Shot2026.06 | 69.31 |