Uncertainty Quantification on AR-GP1D Spectral Heterogeneity Gaussian process simulations (test)
0.906FCLSCI2
Evaluation Results
| Method | Links | ||||
|---|---|---|---|---|---|
| LSCI2Localization=k-NN (k=500), Feature Maps=Identity, Target α=0.1 CR2025.07 | 0.906 | 0.976 | 0.933 | 1.442 | |
| LSCI4Localization=k-NN (k=500), Feature Maps=Identity, Target α=0.1 EC2025.07 | 0.906 | 0.909 | 0.605 | 0.984 | |
| LSCI1Localization=L∞-Norm, Feature Maps=Fourier, Target α=0.1 CR2025.07 | 0.904 | 0.966 | 0.885 | 1.43 | |
| LSCI3Localization=L∞-Norm, Feature Maps=Fourier, Target α=0.1 EC2025.07 | 0.904 | 0.899 | 0.586 | 0.997 | |
| Supr.type=Baseline2025.07 | 0.891 | 0.995 | 0.991 | 2.152 | |
| Conf.type=Baseline2025.07 | 0.888 | 0.998 | 0.996 | 2.38 | |
| UQNOtype=Baseline2025.07 | 0.561 | 0.969 | 0.892 | 1.512 | |
| PONettype=Deep Operator Net2025.07 | 0.206 | 0.897 | 0.587 | 1.496 | |
| QONettype=Deep Operator Net2025.07 | 0.134 | 0.898 | 0.567 | 1.467 |