Behavioral Anomaly Detection on NUMOSIM
89.04AUROCIBAD
Evaluation results
| Method | Links | ||
|---|---|---|---|
| IBADAnomaly Injection Policy=Inter2026.06 | 89.04 | 14.71 | |
| IBADAnomaly Injection Policy=Combined2026.06 | 88.75 | 13.99 | |
| Isolation ForestAnomaly Injection Policy=Inter2026.06 | 88.67 | 13.83 | |
| Isolation ForestAnomaly Injection Policy=Combined2026.06 | 88.35 | 13.06 | |
| GaussianHMMAnomaly Injection Policy=Inter2026.06 | 86.38 | 14.21 | |
| GaussianHMMAnomaly Injection Policy=Combined2026.06 | 86.33 | 13.16 | |
| OCSVMAnomaly Injection Policy=Inter2026.06 | 84.29 | 11.43 | |
| OCSVMAnomaly Injection Policy=Combined2026.06 | 84 | 10.79 | |
| Isolation ForestAnomaly Injection Policy=Intra2026.06 | 79.91 | 6.51 | |
| IBADAnomaly Injection Policy=Intra2026.06 | 79.18 | 5.52 | |
| ICADAnomaly Injection Policy=Inter2026.06 | 77.56 | 10.64 | |
| TrajGenAgentAnomaly Injection Policy=Inter2026.06 | 77.3 | 6.88 | |
| OCSVMAnomaly Injection Policy=Intra2026.06 | 75.33 | 6.99 | |
| TrajGenAgentAnomaly Injection Policy=Combined2026.06 | 74.96 | 5.93 | |
| ICADAnomaly Injection Policy=Combined2026.06 | 73.42 | 7.73 | |
| GaussianHMMAnomaly Injection Policy=Intra2026.06 | 73.26 | 4.67 | |
| DeepSVDDAnomaly Injection Policy=Combined2026.06 | 65.55 | 7.29 | |
| DeepSVDDAnomaly Injection Policy=Inter2026.06 | 64.16 | 7.12 | |
| ICADAnomaly Injection Policy=Intra2026.06 | 60.33 | 2.17 | |
| TrajGenAgentAnomaly Injection Policy=Intra2026.06 | 59.94 | 2.41 | |
| DeepSVDDAnomaly Injection Policy=Intra2026.06 | 59.89 | 4.77 | |
| TOD4TrajAnomaly Injection Policy=Inter2026.06 | 56.73 | 2.12 | |
| TOD4TrajAnomaly Injection Policy=Combined2026.06 | 56.51 | 2.11 | |
| TOD4TrajAnomaly Injection Policy=Intra2026.06 | 50.51 | 1.47 | |
| BeSTADAnomaly Injection Policy=Intra2026.06 | 50.43 | 1.56 | |
| BeSTADAnomaly Injection Policy=Inter2026.06 | 50.03 | 1.88 | |
| BeSTADAnomaly Injection Policy=Combined2026.06 | 50.02 | 1.88 |