Transfer Learning on SPHER
1.37Relative L2 ErrorWavelet Neural Operator
Evaluation results
| Method | Links | |
|---|---|---|
| Wavelet Neural OperatorSamples=10002026.06 | 1.37 | |
| Fourier Neural OperatorSamples=10002026.06 | 2.46 | |
| MIONetSamples=10002026.06 | 3.54 | |
| Wavelet Neural OperatorSamples=1002026.06 | 4.15 | |
| NOMADSamples=10002026.06 | 4.77 | |
| MIONetSamples=1002026.06 | 6.26 | |
| Fourier Neural OperatorSamples=1002026.06 | 6.29 | |
| Spatio-Spectral Graph Neural OperatorSamples=10002026.06 | 9.87 | |
| Fourier Neural OperatorSamples=102026.06 | 10.14 | |
| Wavelet Neural OperatorSamples=102026.06 | 11.02 | |
| NOMADSamples=1002026.06 | 13.62 | |
| MIONetSamples=102026.06 | 17.7 | |
| Spatio-Spectral Graph Neural OperatorSamples=1002026.06 | 25.22 | |
| Fourier Neural OperatorSamples=Zero Shot2026.06 | 32.48 | |
| Wavelet Neural OperatorSamples=Zero Shot2026.06 | 35.05 | |
| NOMADSamples=102026.06 | 36.23 | |
| Spatio-Spectral Graph Neural OperatorSamples=102026.06 | 45.1 | |
| MIONetSamples=Zero Shot2026.06 | 53.47 | |
| NOMADSamples=Zero Shot2026.06 | 86.69 | |
| Spatio-Spectral Graph Neural OperatorSamples=Zero Shot2026.06 | 95.64 |