1D Regression on 1D Regression 20 points (test)
0.25Relative 2-Wasserstein Distancesignature approximation
Evaluation Results
| Method | Links | |
|---|---|---|
| signature approximationLength-Scale RBF Kernel=1, Network Architecture=[2x64], Signature size=10, Compression size=12024.07 | 0.25 | |
| signature approximationLength-Scale RBF Kernel=1, Network Architecture=[2x128], Signature size=10, Compression size=12024.07 | 0.25 | |
| GP Induced Prior (Tran et al., 2022)Length-Scale RBF Kernel=1, Network Architecture=[2x64]2024.07 | 0.3 | |
| GP Induced Prior (Tran et al., 2022)Length-Scale RBF Kernel=1, Network Architecture=[2x128]2024.07 | 0.3 | |
| signature approximationLength-Scale RBF Kernel=0.75, Network Architecture=[2x128], Signature size=10, Compression size=12024.07 | 0.31 | |
| signature approximationLength-Scale RBF Kernel=0.75, Network Architecture=[2x64], Signature size=10, Compression size=12024.07 | 0.32 | |
| GP Induced Prior (Tran et al., 2022)Length-Scale RBF Kernel=0.75, Network Architecture=[2x64]2024.07 | 0.39 | |
| GP Induced Prior (Tran et al., 2022)Length-Scale RBF Kernel=0.75, Network Architecture=[2x128]2024.07 | 0.39 | |
| signature approximationLength-Scale RBF Kernel=0.5, Network Architecture=[2x128], Signature size=10, Compression size=12024.07 | 0.43 | |
| Uninformative PriorLength-Scale RBF Kernel=1, Network Architecture=[2x128]2024.07 | 0.46 | |
| signature approximationLength-Scale RBF Kernel=0.5, Network Architecture=[2x64], Signature size=10, Compression size=12024.07 | 0.47 | |
| GP Induced Prior (Tran et al., 2022)Length-Scale RBF Kernel=0.5, Network Architecture=[2x64]2024.07 | 0.53 | |
| GP Induced Prior (Tran et al., 2022)Length-Scale RBF Kernel=0.5, Network Architecture=[2x128]2024.07 | 0.53 | |
| Uninformative PriorLength-Scale RBF Kernel=0.75, Network Architecture=[2x128]2024.07 | 0.56 | |
| Uninformative PriorLength-Scale RBF Kernel=0.5, Network Architecture=[2x128]2024.07 | 0.69 | |
| Uninformative PriorLength-Scale RBF Kernel=1, Network Architecture=[2x64]2024.07 | 0.97 | |
| Uninformative PriorLength-Scale RBF Kernel=0.75, Network Architecture=[2x64]2024.07 | 1.09 | |
| Uninformative PriorLength-Scale RBF Kernel=0.5, Network Architecture=[2x64]2024.07 | 1.23 |