Malware Detection on APIGraph
93.5F1 ScoreCITADEL
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| CITADELBudget=400, Sample Selector=Multi-Criteria2025.11 | 93.5 | 9.5 | 0.3 | |
| CITADELBudget=200, Sample Selector=Multi-Criteria2025.11 | 92.6 | 10.6 | 0.3 | |
| Chen-ALBudget=400, Sample Selector=Pseudo Loss2025.11 | 92.4 | 10.2 | 0.4 | |
| CITADELBudget=100, Sample Selector=Multi-Criteria2025.11 | 91.9 | 12.1 | 0.3 | |
| Chen-ALBudget=200, Sample Selector=Pseudo Loss2025.11 | 91.7 | 11.4 | 0.4 | |
| Chen-ALBudget=100, Sample Selector=Pseudo Loss2025.11 | 90.7 | 13.2 | 0.5 | |
| MORSEBudget=400, Sample Selector=Uncertainty2025.11 | 90.6 | 12.9 | 0.5 | |
| CITADELBudget=50, Sample Selector=Multi-Criteria2025.11 | 90.1 | 14.5 | 0.3 | |
| MORSEBudget=200, Sample Selector=Uncertainty2025.11 | 90 | 13.6 | 0.5 | |
| MORSEBudget=100, Sample Selector=Uncertainty2025.11 | 89.4 | 14.3 | 0.6 | |
| Chen-ALBudget=50, Sample Selector=Pseudo Loss2025.11 | 89.2 | 15.1 | 0.5 | |
| CADEBudget=400, Sample Selector=Out-of-Distribution2025.11 | 89.1 | 13.2 | 0.8 | |
| CADEBudget=200, Sample Selector=Out-of-Distribution2025.11 | 88.9 | 14 | 0.7 | |
| Binary SVMBudget=400, Sample Selector=Uncertainty2025.11 | 88.9 | 12.5 | 0.8 | |
| MORSEBudget=50, Sample Selector=Uncertainty2025.11 | 88.8 | 14.9 | 0.6 | |
| Binary SVMBudget=200, Sample Selector=Uncertainty2025.11 | 87.9 | 14.6 | 0.5 | |
| Binary SVMBudget=100, Sample Selector=Uncertainty2025.11 | 87.4 | 16.6 | 0.7 | |
| Binary SVMBudget=50, Sample Selector=Uncertainty2025.11 | 87.1 | 17.6 | 0.7 | |
| CADEBudget=100, Sample Selector=Out-of-Distribution2025.11 | 87.1 | 14.4 | 1.1 | |
| Binary GBDTBudget=400, Sample Selector=Uncertainty2025.11 | 86.4 | 20 | 0.5 | |
| CADEBudget=50, Sample Selector=Out-of-Distribution2025.11 | 83.9 | 19.7 | 1 | |
| Binary GBDTBudget=200, Sample Selector=Uncertainty2025.11 | 82.6 | 24.7 | 0.6 | |
| Binary GBDTBudget=100, Sample Selector=Uncertainty2025.11 | 80.1 | 27.9 | 0.7 | |
| TRANSCENDENTBudget=400, Sample Selector=Credibility2025.11 | 78.9 | 25.1 | 0 | |
| TRANSCENDENTBudget=200, Sample Selector=Credibility2025.11 | 78.2 | 27 | 0 | |
| Binary GBDTBudget=50, Sample Selector=Uncertainty2025.11 | 77.8 | 32.1 | 0.5 | |
| TRANSCENDENTBudget=100, Sample Selector=Credibility2025.11 | 76.8 | 29 | 0 | |
| TRANSCENDENTBudget=50, Sample Selector=Credibility2025.11 | 75 | 32 | 0 |