Synthetic GP
Benchmarks
| Task Name | Dataset Name | SOTA Result | Trend | |
|---|---|---|---|---|
| Synthetic Regression | Synthetic GP Matérn-5/2 kernel Out-of-input-distribution | KL Divergence (Normalized)0 | 31 | |
| Simple Regret | Synthetic GP SM periods=[0.2,0.4,0.8] 3D | Simple Regret0 | 16 | |
| DAG learning | Synthetic GP | TPR92 | 9 | |
| Synthetic Regression | Synthetic GP EQ kernel Out-of-input-distribution | KL Divergence (dx=2)0.01 | 8 | |
| Synthetic Regression | Synthetic GP Matérn-5/2 kernel, Interpolation | KL Divergence (dx=2)0.01 | 8 | |
| Synthetic Regression | Synthetic GP EQ kernel Interpolation | KL Divergence (dx=2)0.01 | 8 | |
| Regression | Synthetic GP Matérn-5/2, D=3 (test) | Mean Test Log-Likelihood-18.46 | 7 | |
| Regression | Synthetic GP (Matérn-5/2, D=2) (test) | Mean Test Log-Likelihood-13.3 | 7 | |
| Regression | Synthetic GP Matérn-5/2, D=1 (test) | Mean Test Log-Likelihood0.14 | 7 | |
| Regression | Synthetic GP Squared Exponential, D=3 (test) | Mean Test Log-Likelihood-18.1 | 7 | |
| Regression | Synthetic GP Squared Exponential, D=2 (test) | Mean Test Log-Likelihood-12.1 | 7 | |
| Regression | Synthetic GP Squared Exponential, D=1 (test) | Mean Test Log-Likelihood4.72 | 7 | |
| Simple Regret | Synthetic GP SM periods=[0.2,0.4,0.8] 5D | Simple Regret0 | 6 | |
| Simple Regret | Synthetic GP Matèrn-3/2 5D | Simple Regret0 | 4 | |
| Simple Regret | Synthetic GP RBF 3D | Simple Regret0.44 | 4 |
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