Malware Detection on MaMaDroid
44.9F1 ScoreCITADEL
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| CITADELBudget=400, Sample Selector=Multi-Criteria2025.11 | 44.9 | 52.7 | 5 | |
| CITADELBudget=200, Sample Selector=Multi-Criteria2025.11 | 40.8 | 37.6 | 20.4 | |
| CITADELBudget=100, Sample Selector=Multi-Criteria2025.11 | 37.6 | 47.6 | 18 | |
| MORSEBudget=400, Sample Selector=Uncertainty2025.11 | 36 | 68.1 | 2.6 | |
| MORSEBudget=200, Sample Selector=Uncertainty2025.11 | 32.6 | 72.3 | 2.9 | |
| CITADELBudget=50, Sample Selector=Multi-Criteria2025.11 | 30.9 | 74.8 | 2.9 | |
| Chen-ALBudget=400, Sample Selector=Pseudo Loss2025.11 | 30 | 57 | 6.2 | |
| MORSEBudget=100, Sample Selector=Uncertainty2025.11 | 28.4 | 77 | 3.3 | |
| Chen-ALBudget=200, Sample Selector=Pseudo Loss2025.11 | 28 | 61.5 | 7.8 | |
| CADEBudget=400, Sample Selector=Out-of-Distribution2025.11 | 28 | 59 | 6.9 | |
| Chen-ALBudget=100, Sample Selector=Pseudo Loss2025.11 | 26.3 | 65.9 | 9.4 | |
| CADEBudget=200, Sample Selector=Out-of-Distribution2025.11 | 26.3 | 63 | 8.4 | |
| MORSEBudget=50, Sample Selector=Uncertainty2025.11 | 25.3 | 81.2 | 3.8 | |
| CADEBudget=100, Sample Selector=Out-of-Distribution2025.11 | 24.7 | 67.5 | 9.9 | |
| TRANSCENDENTBudget=400, Sample Selector=Credibility2025.11 | 24 | 63.8 | 7.8 | |
| Binary GBDTBudget=400, Sample Selector=Uncertainty2025.11 | 22.9 | 65.1 | 8 | |
| TRANSCENDENTBudget=200, Sample Selector=Credibility2025.11 | 22.8 | 67.4 | 9.2 | |
| Binary SVMBudget=400, Sample Selector=Uncertainty2025.11 | 22.7 | 65.5 | 8.1 | |
| Chen-ALBudget=50, Sample Selector=Pseudo Loss2025.11 | 22 | 72 | 10.8 | |
| Binary GBDTBudget=200, Sample Selector=Uncertainty2025.11 | 21.8 | 68.7 | 9.5 | |
| Binary SVMBudget=200, Sample Selector=Uncertainty2025.11 | 21.6 | 69.1 | 9.6 | |
| TRANSCENDENTBudget=100, Sample Selector=Credibility2025.11 | 21.3 | 71.2 | 10.8 | |
| CADEBudget=50, Sample Selector=Out-of-Distribution2025.11 | 20.5 | 73.5 | 11.4 | |
| Binary GBDTBudget=100, Sample Selector=Uncertainty2025.11 | 20.4 | 72.2 | 11 | |
| Binary SVMBudget=100, Sample Selector=Uncertainty2025.11 | 20.2 | 72.7 | 11.1 | |
| TRANSCENDENTBudget=50, Sample Selector=Credibility2025.11 | 19 | 75.5 | 12 | |
| Binary GBDTBudget=50, Sample Selector=Uncertainty2025.11 | 18.3 | 76.5 | 12.6 | |
| Binary SVMBudget=50, Sample Selector=Uncertainty2025.11 | 18 | 77 | 12.4 |