Anomaly Detection on QCD vs Hypothesized Higgs bosons OOD H (test)
0.877AUCEBM-CLF
Evaluation Results
| Method | Links | |
|---|---|---|
| EBM-CLFAnomaly scoring function=g(x)_y, Mass correlation property=Mass-correlated2023.02 | 0.877 | |
| EBM-CLFAnomaly scoring function=p(y|x), Mass correlation property=Mass-correlated2023.02 | 0.865 | |
| EBM-CLFAnomaly scoring function=E(x), Mass correlation property=Mass-decorrelated2023.02 | 0.815 | |
| EBMAnomaly scoring function=E(x), Mass correlation property=Mass-decorrelated2023.02 | 0.794 | |
| EBMAnomaly scoring function=||grad_x log p_theta(x)||, Mass correlation property=Mass-decorrelated2023.02 | 0.738 | |
| EBM-CLFAnomaly scoring function=||grad_x log p_theta(x)||, Mass correlation property=Mass-decorrelated2023.02 | 0.722 | |
| KL-OE-VAEMass correlation property=Mass-decorrelated2023.02 | 0.625 | |
| DisCo-VAEkappa=1000, Mass correlation property=Mass-decorrelated2023.02 | 0.481 |