Gaussian mixture
Benchmarks
TaskDatasetSOTA resultTrendResults
High-dimensional Gaussian Mixture
95Conditional Shape Score
21
Gaussian mixture
6.53Mode Coverage (Marginal)
17
Gaussian-mixture n=m=10k R2
1f/f* Ratio
12
Gaussian Mixture Local Anomalies (synthetic)
99.19AUCROC
12
Gaussian-Mixture
7.972Area of HPD Region
10
Gaussian mixture local anomalies synthetic (test)
89.37F1 Score
10
Gaussian Mixture
0.01Computation Time (s)
8
Gaussian mixture (test)
0.044Jensen-Shannon Divergence
7
Gaussian Mixture
56C2ST Accuracy
7
Gaussian Mixture ($d=900, n=10^3, \pi_1=20\%)
96.17Alignment (%)
7
Gaussian Mixture ($d=900, n=10^3, \pi_1=15\%$)
97.39PCA Alignment
7
Gaussian Mixture ($d=900, n=10^3, \pi_1=10\%$)
97.16Alignment
7
Gaussian Mixture ($d=900, n=10^3, \pi_1=5\%$)
95.85Alignment (%)
7
Gaussian Mixture SBI benchmark
96C2ST
7
Gaussian Mixture (GM)
0.158MMD
6
Gaussian Mixture (GM)
1Ratio Z_hat / Z
6
Gaussian mixture (test)
2.6Squared Error
5
four-dimensional Gaussian mixture (test)
0.096Expected Distance (ED)
5
Gaussian mixture n=2000 p=100
0.081FDR Mean
5
Gaussian mixture p=100 (n=200)
0.116FDR Mean
5
Gaussian Mixture Example 1
0.38Expectile Misclassification Risk (τ=0.99)
4
Gaussian mixture (test)
—Primary metric
0
Gaussian Mixture (GM)
—Primary metric
0