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Synthetic GP

Benchmarks

Task NameDataset NameSOTA ResultTrend
Synthetic RegressionSynthetic GP Matérn-5/2 kernel Out-of-input-distribution
KL Divergence (Normalized)0
31
Simple RegretSynthetic GP SM periods=[0.2,0.4,0.8] 3D
Simple Regret0
16
DAG learningSynthetic GP
TPR92
9
Synthetic RegressionSynthetic GP EQ kernel Out-of-input-distribution
KL Divergence (dx=2)0.01
8
Synthetic RegressionSynthetic GP Matérn-5/2 kernel, Interpolation
KL Divergence (dx=2)0.01
8
Synthetic RegressionSynthetic GP EQ kernel Interpolation
KL Divergence (dx=2)0.01
8
Simple RegretSynthetic GP SM periods=[0.2,0.4,0.8] 5D
Simple Regret0
6
Simple RegretSynthetic GP Matèrn-3/2 5D
Simple Regret0
4
Simple RegretSynthetic GP RBF 3D
Simple Regret0.44
4
Showing 9 of 9 rows