Magnetic flux profile prediction on SPHER (test)
1.28Relative L2 ErrorWavelet Neural Operator
Evaluation results
| Method | Links | |
|---|---|---|
| Wavelet Neural OperatorSource Task=Multi-Task, Few-shot samples=10002026.06 | 1.28 | |
| Fourier Neural OperatorSource Task=Multi-Task, Few-shot samples=10002026.06 | 1.38 | |
| Wavelet Neural OperatorSource Task=Multi-Task, Few-shot samples=1002026.06 | 3.07 | |
| MIONetSource Task=Multi-Task, Few-shot samples=10002026.06 | 3.1 | |
| NOMADSource Task=Multi-Task, Few-shot samples=10002026.06 | 4.11 | |
| MIONetSource Task=Multi-Task, Few-shot samples=1002026.06 | 4.58 | |
| Fourier Neural OperatorSource Task=Multi-Task, Few-shot samples=1002026.06 | 4.98 | |
| Fourier Neural OperatorSource Task=Multi-Task, Few-shot samples=102026.06 | 7.97 | |
| NOMADSource Task=Multi-Task, Few-shot samples=1002026.06 | 8.83 | |
| Wavelet Neural OperatorSource Task=Multi-Task, Few-shot samples=102026.06 | 8.92 | |
| Spatio-Spectral Graph Neural OperatorSource Task=Multi-Task, Few-shot samples=10002026.06 | 12.21 | |
| MIONetSource Task=Multi-Task, Few-shot samples=102026.06 | 14.61 | |
| Fourier Neural OperatorSource Task=NSTX, Protocol=Zero-shot transfer (individual)2026.06 | 29.72 | |
| Spatio-Spectral Graph Neural OperatorSource Task=Multi-Task, Few-shot samples=1002026.06 | 32.1 | |
| Fourier Neural OperatorSource Task=Multi-Task, Few-shot samples=0 (ZS)2026.06 | 32.48 | |
| Wavelet Neural OperatorSource Task=Multi-Task, Few-shot samples=0 (ZS)2026.06 | 35.05 | |
| NOMADSource Task=Multi-Task, Few-shot samples=102026.06 | 35.5 | |
| Spatio-Spectral Graph Neural OperatorSource Task=Multi-Task, Few-shot samples=102026.06 | 48.3 | |
| NOMADSource Task=NSTX, Protocol=Zero-shot transfer (individual)2026.06 | 49.11 | |
| MIONetSource Task=NSTX, Protocol=Zero-shot transfer (individual)2026.06 | 50.03 | |
| MIONetSource Task=Multi-Task, Few-shot samples=0 (ZS)2026.06 | 53.47 | |
| Fourier Neural OperatorSource Task=ITER-R, Protocol=Zero-shot transfer (individual)2026.06 | 61.72 | |
| Fourier Neural OperatorSource Task=D3D0, Protocol=Zero-shot transfer (individual)2026.06 | 67.23 | |
| Wavelet Neural OperatorSource Task=NSTX, Protocol=Zero-shot transfer (individual)2026.06 | 68.31 | |
| Fourier Neural OperatorSource Task=D3D1, Protocol=Zero-shot transfer (individual)2026.06 | 70.52 | |
| Fourier Neural OperatorSource Task=ITER, Protocol=Zero-shot transfer (individual)2026.06 | 74.43 | |
| Spatio-Spectral Graph Neural OperatorSource Task=NSTX, Protocol=Zero-shot transfer (individual)2026.06 | 81.42 | |
| NOMADSource Task=Multi-Task, Few-shot samples=0 (ZS)2026.06 | 86.69 | |
| Spatio-Spectral Graph Neural OperatorSource Task=D3D1, Protocol=Zero-shot transfer (individual)2026.06 | 88.81 | |
| Spatio-Spectral Graph Neural OperatorSource Task=ITER, Protocol=Zero-shot transfer (individual)2026.06 | 94.25 | |
| MIONetSource Task=ITER-R, Protocol=Zero-shot transfer (individual)2026.06 | 95.15 | |
| Spatio-Spectral Graph Neural OperatorSource Task=Multi-Task, Few-shot samples=0 (ZS)2026.06 | 95.64 | |
| Wavelet Neural OperatorSource Task=D3D0, Protocol=Zero-shot transfer (individual)2026.06 | 102.14 | |
| Wavelet Neural OperatorSource Task=ITER, Protocol=Zero-shot transfer (individual)2026.06 | 103.59 | |
| MIONetSource Task=D3D1, Protocol=Zero-shot transfer (individual)2026.06 | 103.82 | |
| Spatio-Spectral Graph Neural OperatorSource Task=D3D0, Protocol=Zero-shot transfer (individual)2026.06 | 104.79 | |
| Wavelet Neural OperatorSource Task=D3D1, Protocol=Zero-shot transfer (individual)2026.06 | 105.97 | |
| MIONetSource Task=ITER, Protocol=Zero-shot transfer (individual)2026.06 | 106.58 | |
| MIONetSource Task=D3D0, Protocol=Zero-shot transfer (individual)2026.06 | 106.94 | |
| NOMADSource Task=ITER-R, Protocol=Zero-shot transfer (individual)2026.06 | 107.81 | |
| NOMADSource Task=D3D0, Protocol=Zero-shot transfer (individual)2026.06 | 114.87 | |
| NOMADSource Task=ITER, Protocol=Zero-shot transfer (individual)2026.06 | 116.1 | |
| NOMADSource Task=D3D1, Protocol=Zero-shot transfer (individual)2026.06 | 122.3 | |
| Spatio-Spectral Graph Neural OperatorSource Task=ITER-R, Protocol=Zero-shot transfer (individual)2026.06 | 153.43 | |
| Wavelet Neural OperatorSource Task=ITER-R, Protocol=Zero-shot transfer (individual)2026.06 | 156.06 |