Uncertainty Quantification on Reg-GP1D Global Heterogeneity Gaussian process simulations (test)
91.2Fidelity Coverage (FC)LSCI2
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| LSCI2Localization=k-NN (k=500), Feature Maps=Identity, Target α=0.1 CR2025.07 | 91.2 | 97.3 | 89.3 | 1.609 | |
| LSCI4Localization=k-NN (k=500), Feature Maps=Identity, Target α=0.1 EC2025.07 | 91.2 | 90 | 62.9 | 1.026 | |
| LSCI1Localization=L∞-Norm, Feature Maps=Fourier, Target α=0.1 CR2025.07 | 90.9 | 97.5 | 90.1 | 1.935 | |
| LSCI3Localization=L∞-Norm, Feature Maps=Fourier, Target α=0.1 EC2025.07 | 90.9 | 90.4 | 65.5 | 1.2 | |
| Supr.type=Baseline2025.07 | 90.2 | 99.3 | 98 | 2.706 | |
| Conf.type=Baseline2025.07 | 90 | 99.9 | 99.9 | 3.779 | |
| UQNOtype=Baseline2025.07 | 77.6 | 97.3 | 90.3 | 1.691 | |
| PONettype=Deep Operator Net2025.07 | 52.7 | 90.1 | 68.3 | 1.363 | |
| QONettype=Deep Operator Net2025.07 | 51.6 | 91.7 | 68.9 | 1.36 |