Magnetic flux profile prediction on D3D-ITER (test)
1.25Relative L2 ErrorMIONet
Evaluation results
| Method | Links | |
|---|---|---|
| MIONetSource Task=Multi-Task, Few-shot samples=10002026.06 | 1.25 | |
| Wavelet Neural OperatorSource Task=Multi-Task, Few-shot samples=10002026.06 | 1.46 | |
| NOMADSource Task=Multi-Task, Few-shot samples=10002026.06 | 2.08 | |
| Fourier Neural OperatorSource Task=Multi-Task, Few-shot samples=10002026.06 | 2.36 | |
| MIONetSource Task=Multi-Task, Few-shot samples=1002026.06 | 3.26 | |
| Wavelet Neural OperatorSource Task=Multi-Task, Few-shot samples=1002026.06 | 3.58 | |
| Fourier Neural OperatorSource Task=Multi-Task, Few-shot samples=1002026.06 | 4.2 | |
| Wavelet Neural OperatorSource Task=Multi-Task, Few-shot samples=102026.06 | 6.73 | |
| NOMADSource Task=Multi-Task, Few-shot samples=1002026.06 | 7.23 | |
| Spatio-Spectral Graph Neural OperatorSource Task=Multi-Task, Few-shot samples=10002026.06 | 10.37 | |
| Fourier Neural OperatorSource Task=Multi-Task, Few-shot samples=102026.06 | 13.89 | |
| MIONetSource Task=Multi-Task, Few-shot samples=102026.06 | 15.87 | |
| Spatio-Spectral Graph Neural OperatorSource Task=Multi-Task, Few-shot samples=1002026.06 | 19.34 | |
| NOMADSource Task=Multi-Task, Few-shot samples=102026.06 | 20.49 | |
| MIONetSource Task=ITER, Protocol=Zero-shot transfer (individual)2026.06 | 28.43 | |
| NOMADSource Task=ITER, Protocol=Zero-shot transfer (individual)2026.06 | 29.14 | |
| Fourier Neural OperatorSource Task=ITER, Protocol=Zero-shot transfer (individual)2026.06 | 29.26 | |
| Wavelet Neural OperatorSource Task=Multi-Task, Few-shot samples=0 (ZS)2026.06 | 31.49 | |
| Spatio-Spectral Graph Neural OperatorSource Task=Multi-Task, Few-shot samples=102026.06 | 33.52 | |
| MIONetSource Task=D3D0, Protocol=Zero-shot transfer (individual)2026.06 | 36.78 | |
| Fourier Neural OperatorSource Task=D3D1, Protocol=Zero-shot transfer (individual)2026.06 | 42.5 | |
| MIONetSource Task=D3D1, Protocol=Zero-shot transfer (individual)2026.06 | 43 | |
| Fourier Neural OperatorSource Task=D3D0, Protocol=Zero-shot transfer (individual)2026.06 | 48.24 | |
| Fourier Neural OperatorSource Task=Multi-Task, Few-shot samples=0 (ZS)2026.06 | 49.64 | |
| MIONetSource Task=Multi-Task, Few-shot samples=0 (ZS)2026.06 | 50.64 | |
| Wavelet Neural OperatorSource Task=D3D1, Protocol=Zero-shot transfer (individual)2026.06 | 51.58 | |
| NOMADSource Task=Multi-Task, Few-shot samples=0 (ZS)2026.06 | 51.81 | |
| NOMADSource Task=D3D0, Protocol=Zero-shot transfer (individual)2026.06 | 57.71 | |
| Wavelet Neural OperatorSource Task=ITER, Protocol=Zero-shot transfer (individual)2026.06 | 64.43 | |
| NOMADSource Task=D3D1, Protocol=Zero-shot transfer (individual)2026.06 | 66.39 | |
| Spatio-Spectral Graph Neural OperatorSource Task=D3D1, Protocol=Zero-shot transfer (individual)2026.06 | 66.47 | |
| Fourier Neural OperatorSource Task=ITER-R, Protocol=Zero-shot transfer (individual)2026.06 | 66.55 | |
| Spatio-Spectral Graph Neural OperatorSource Task=Multi-Task, Few-shot samples=0 (ZS)2026.06 | 69.31 | |
| Wavelet Neural OperatorSource Task=D3D0, Protocol=Zero-shot transfer (individual)2026.06 | 69.4 | |
| MIONetSource Task=ITER-R, Protocol=Zero-shot transfer (individual)2026.06 | 110.19 | |
| Spatio-Spectral Graph Neural OperatorSource Task=ITER-R, Protocol=Zero-shot transfer (individual)2026.06 | 128.2 | |
| Spatio-Spectral Graph Neural OperatorSource Task=D3D0, Protocol=Zero-shot transfer (individual)2026.06 | 149.06 | |
| NOMADSource Task=ITER-R, Protocol=Zero-shot transfer (individual)2026.06 | 197.66 | |
| Spatio-Spectral Graph Neural OperatorSource Task=ITER, Protocol=Zero-shot transfer (individual)2026.06 | 199.16 | |
| Fourier Neural OperatorSource Task=NSTX, Protocol=Zero-shot transfer (individual)2026.06 | 282.12 | |
| Wavelet Neural OperatorSource Task=ITER-R, Protocol=Zero-shot transfer (individual)2026.06 | 285.61 | |
| Wavelet Neural OperatorSource Task=NSTX, Protocol=Zero-shot transfer (individual)2026.06 | 364.64 | |
| Spatio-Spectral Graph Neural OperatorSource Task=NSTX, Protocol=Zero-shot transfer (individual)2026.06 | 417.49 | |
| MIONetSource Task=NSTX, Protocol=Zero-shot transfer (individual)2026.06 | 485.22 | |
| NOMADSource Task=NSTX, Protocol=Zero-shot transfer (individual)2026.06 | 925.4 |