Magnetic flux profile prediction on KSTAR (test)
1.8Relative L2 ErrorNOMAD
Evaluation results
| Method | Links | |
|---|---|---|
| NOMADSource Task=Multi-Task, Few-shot samples=10002026.06 | 1.8 | |
| Wavelet Neural OperatorSource Task=Multi-Task, Few-shot samples=10002026.06 | 1.87 | |
| MIONetSource Task=Multi-Task, Few-shot samples=10002026.06 | 1.95 | |
| Fourier Neural OperatorSource Task=Multi-Task, Few-shot samples=10002026.06 | 2.49 | |
| MIONetSource Task=Multi-Task, Few-shot samples=1002026.06 | 3.83 | |
| Wavelet Neural OperatorSource Task=Multi-Task, Few-shot samples=1002026.06 | 4.76 | |
| Fourier Neural OperatorSource Task=Multi-Task, Few-shot samples=1002026.06 | 4.88 | |
| NOMADSource Task=Multi-Task, Few-shot samples=1002026.06 | 6.51 | |
| Spatio-Spectral Graph Neural OperatorSource Task=Multi-Task, Few-shot samples=10002026.06 | 10.71 | |
| NOMADSource Task=Multi-Task, Few-shot samples=102026.06 | 11.34 | |
| Fourier Neural OperatorSource Task=Multi-Task, Few-shot samples=102026.06 | 11.95 | |
| Wavelet Neural OperatorSource Task=Multi-Task, Few-shot samples=102026.06 | 13.55 | |
| Wavelet Neural OperatorSource Task=Multi-Task, Few-shot samples=0 (ZS)2026.06 | 13.92 | |
| MIONetSource Task=Multi-Task, Few-shot samples=102026.06 | 17.34 | |
| Spatio-Spectral Graph Neural OperatorSource Task=Multi-Task, Few-shot samples=1002026.06 | 19.7 | |
| MIONetSource Task=Multi-Task, Few-shot samples=0 (ZS)2026.06 | 20.29 | |
| Fourier Neural OperatorSource Task=Multi-Task, Few-shot samples=0 (ZS)2026.06 | 40.28 | |
| Spatio-Spectral Graph Neural OperatorSource Task=Multi-Task, Few-shot samples=102026.06 | 48.73 | |
| Fourier Neural OperatorSource Task=ITER, Protocol=Zero-shot transfer (individual)2026.06 | 61.33 | |
| Fourier Neural OperatorSource Task=D3D0, Protocol=Zero-shot transfer (individual)2026.06 | 67.63 | |
| NOMADSource Task=Multi-Task, Few-shot samples=0 (ZS)2026.06 | 74.36 | |
| Fourier Neural OperatorSource Task=D3D1, Protocol=Zero-shot transfer (individual)2026.06 | 78.43 | |
| Wavelet Neural OperatorSource Task=ITER, Protocol=Zero-shot transfer (individual)2026.06 | 84.3 | |
| Wavelet Neural OperatorSource Task=D3D0, Protocol=Zero-shot transfer (individual)2026.06 | 91.92 | |
| Spatio-Spectral Graph Neural OperatorSource Task=Multi-Task, Few-shot samples=0 (ZS)2026.06 | 102.13 | |
| Spatio-Spectral Graph Neural OperatorSource Task=D3D0, Protocol=Zero-shot transfer (individual)2026.06 | 114.27 | |
| Wavelet Neural OperatorSource Task=D3D1, Protocol=Zero-shot transfer (individual)2026.06 | 114.63 | |
| NOMADSource Task=ITER, Protocol=Zero-shot transfer (individual)2026.06 | 116.47 | |
| MIONetSource Task=ITER, Protocol=Zero-shot transfer (individual)2026.06 | 124.88 | |
| Spatio-Spectral Graph Neural OperatorSource Task=D3D1, Protocol=Zero-shot transfer (individual)2026.06 | 135.39 | |
| Fourier Neural OperatorSource Task=ITER-R, Protocol=Zero-shot transfer (individual)2026.06 | 136.06 | |
| NOMADSource Task=D3D0, Protocol=Zero-shot transfer (individual)2026.06 | 158.75 | |
| Wavelet Neural OperatorSource Task=ITER-R, Protocol=Zero-shot transfer (individual)2026.06 | 159.75 | |
| NOMADSource Task=D3D1, Protocol=Zero-shot transfer (individual)2026.06 | 173.58 | |
| MIONetSource Task=D3D0, Protocol=Zero-shot transfer (individual)2026.06 | 191.52 | |
| MIONetSource Task=D3D1, Protocol=Zero-shot transfer (individual)2026.06 | 209.35 | |
| Spatio-Spectral Graph Neural OperatorSource Task=ITER, Protocol=Zero-shot transfer (individual)2026.06 | 243.41 | |
| NOMADSource Task=ITER-R, Protocol=Zero-shot transfer (individual)2026.06 | 339.6 | |
| MIONetSource Task=ITER-R, Protocol=Zero-shot transfer (individual)2026.06 | 339.85 | |
| Fourier Neural OperatorSource Task=NSTX, Protocol=Zero-shot transfer (individual)2026.06 | 372.25 | |
| Spatio-Spectral Graph Neural OperatorSource Task=ITER-R, Protocol=Zero-shot transfer (individual)2026.06 | 397.86 | |
| Wavelet Neural OperatorSource Task=NSTX, Protocol=Zero-shot transfer (individual)2026.06 | 416.95 | |
| Spatio-Spectral Graph Neural OperatorSource Task=NSTX, Protocol=Zero-shot transfer (individual)2026.06 | 634.4 | |
| MIONetSource Task=NSTX, Protocol=Zero-shot transfer (individual)2026.06 | 944.4 | |
| NOMADSource Task=NSTX, Protocol=Zero-shot transfer (individual)2026.06 | 1,201.73 |