Synthetic GP
Benchmarks
TaskDatasetSOTA resultTrendResults
Synthetic GP Matérn-5/2 kernel Out-of-input-distribution
0KL Divergence (Normalized)
31
Synthetic GP SM periods=[0.2,0.4,0.8] 3D
0Simple Regret
16
Synthetic GP
92TPR
9
Synthetic GP EQ kernel Out-of-input-distribution
0.01KL Divergence (dx=2)
8
Synthetic GP Matérn-5/2 kernel, Interpolation
0.01KL Divergence (dx=2)
8
Synthetic GP EQ kernel Interpolation
0.01KL Divergence (dx=2)
8
Synthetic GP Matérn-5/2, D=3 (test)
-18.46Mean Test Log-Likelihood
7
Synthetic GP (Matérn-5/2, D=2) (test)
-13.3Mean Test Log-Likelihood
7
Synthetic GP Matérn-5/2, D=1 (test)
0.14Mean Test Log-Likelihood
7
Synthetic GP Squared Exponential, D=3 (test)
-18.1Mean Test Log-Likelihood
7
Synthetic GP Squared Exponential, D=2 (test)
-12.1Mean Test Log-Likelihood
7
Synthetic GP Squared Exponential, D=1 (test)
4.72Mean Test Log-Likelihood
7
Synthetic GP SM periods=[0.2,0.4,0.8] 5D
0Simple Regret
6
Synthetic GP Matèrn-3/2 5D
0Simple Regret
4
Synthetic GP RBF 3D
0.44Simple Regret
4