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ResearchFormerly WizWand

Uncertainty Quantification on AR-GP1D Spectral Heterogeneity Gaussian process simulations (test)

0.906FCLSCI2
0.103120.311560.520.72844Jul 28, 2025
Updated 5mo ago

Evaluation results

MethodLinks
LSCI2Localization=k-NN (k=500), Feature Maps=Identity, Target α=0.1 CR2025.070.9060.9760.9331.442
LSCI4Localization=k-NN (k=500), Feature Maps=Identity, Target α=0.1 EC2025.070.9060.9090.6050.984
LSCI1Localization=L∞-Norm, Feature Maps=Fourier, Target α=0.1 CR2025.070.9040.9660.8851.43
LSCI3Localization=L∞-Norm, Feature Maps=Fourier, Target α=0.1 EC2025.070.9040.8990.5860.997
Supr.type=Baseline2025.070.8910.9950.9912.152
Conf.type=Baseline2025.070.8880.9980.9962.38
UQNOtype=Baseline2025.070.5610.9690.8921.512
PONettype=Deep Operator Net2025.070.2060.8970.5871.496
QONettype=Deep Operator Net2025.070.1340.8980.5671.467