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ResearchFormerly WizWand

1D Regression on 1D Regression 20 points (test)

0.25Relative 2-Wasserstein Distancesignature approximation
0.21080.47540.741.0046Jul 26, 2024
Updated 7mo ago

Evaluation results

MethodLinks
signature approximationLength-Scale RBF Kernel=1, Network Architecture=[2x64], Signature size=10, Compression size=12024.070.25
signature approximationLength-Scale RBF Kernel=1, Network Architecture=[2x128], Signature size=10, Compression size=12024.070.25
GP Induced Prior (Tran et al., 2022)Length-Scale RBF Kernel=1, Network Architecture=[2x64]2024.070.3
GP Induced Prior (Tran et al., 2022)Length-Scale RBF Kernel=1, Network Architecture=[2x128]2024.070.3
signature approximationLength-Scale RBF Kernel=0.75, Network Architecture=[2x128], Signature size=10, Compression size=12024.070.31
signature approximationLength-Scale RBF Kernel=0.75, Network Architecture=[2x64], Signature size=10, Compression size=12024.070.32
GP Induced Prior (Tran et al., 2022)Length-Scale RBF Kernel=0.75, Network Architecture=[2x64]2024.070.39
GP Induced Prior (Tran et al., 2022)Length-Scale RBF Kernel=0.75, Network Architecture=[2x128]2024.070.39
signature approximationLength-Scale RBF Kernel=0.5, Network Architecture=[2x128], Signature size=10, Compression size=12024.070.43
Uninformative PriorLength-Scale RBF Kernel=1, Network Architecture=[2x128]2024.070.46
signature approximationLength-Scale RBF Kernel=0.5, Network Architecture=[2x64], Signature size=10, Compression size=12024.070.47
GP Induced Prior (Tran et al., 2022)Length-Scale RBF Kernel=0.5, Network Architecture=[2x64]2024.070.53
GP Induced Prior (Tran et al., 2022)Length-Scale RBF Kernel=0.5, Network Architecture=[2x128]2024.070.53
Uninformative PriorLength-Scale RBF Kernel=0.75, Network Architecture=[2x128]2024.070.56
Uninformative PriorLength-Scale RBF Kernel=0.5, Network Architecture=[2x128]2024.070.69
Uninformative PriorLength-Scale RBF Kernel=1, Network Architecture=[2x64]2024.070.97
Uninformative PriorLength-Scale RBF Kernel=0.75, Network Architecture=[2x64]2024.071.09
Uninformative PriorLength-Scale RBF Kernel=0.5, Network Architecture=[2x64]2024.071.23