Uncertainty Quantification on AR-GP2D Local Heterogeneity (test)
97.2FCLSCI1
Evaluation Results
| Method | Links | ||||
|---|---|---|---|---|---|
| LSCI1Localization=L∞-Norm, Feature Maps=Fourier, Target α=0.1 CR2025.07 | 97.2 | 97.9 | 97.6 | 0.892 | |
| LSCI3Localization=L∞-Norm, Feature Maps=Fourier, Target α=0.1 EC2025.07 | 97.2 | 94.8 | 86.2 | 0.786 | |
| LSCI2Localization=k-NN (k=500), Feature Maps=Identity, Target α=0.1 CR2025.07 | 91.6 | 99.6 | 99.8 | 1.444 | |
| LSCI4Localization=k-NN (k=500), Feature Maps=Identity, Target α=0.1 EC2025.07 | 91.6 | 98.3 | 97.6 | 1.16 | |
| Conf.type=Baseline2025.07 | 91.4 | 94.2 | 97.6 | 1.9 | |
| Supr.type=Baseline2025.07 | 89 | 100 | 100 | 3.02 | |
| UQNOtype=Baseline2025.07 | 0 | 94 | 91.2 | 1.734 | |
| PONettype=Deep Operator Net2025.07 | 0 | 90.1 | 54.2 | 1.839 | |
| QONettype=Deep Operator Net2025.07 | 0 | 90.6 | 58.2 | 1.852 |