Malware Detection on LAMDA
77.7F1 ScoreCITADEL
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| CITADELBudget=400, Sample Selector=Multi-Criteria2025.11 | 77.7 | 24 | 2.3 | |
| CITADELBudget=200, Sample Selector=Multi-Criteria2025.11 | 75.4 | 26.5 | 2.8 | |
| CITADELBudget=100, Sample Selector=Multi-Criteria2025.11 | 73.8 | 30 | 3.2 | |
| CITADELBudget=50, Sample Selector=Multi-Criteria2025.11 | 70.9 | 33.6 | 2 | |
| MORSEBudget=400, Sample Selector=Uncertainty2025.11 | 64.5 | 33.8 | 11.7 | |
| MORSEBudget=200, Sample Selector=Uncertainty2025.11 | 63.8 | 34.9 | 11.5 | |
| MORSEBudget=100, Sample Selector=Uncertainty2025.11 | 62.3 | 35.5 | 11.2 | |
| MORSEBudget=50, Sample Selector=Uncertainty2025.11 | 61.4 | 36.1 | 11 | |
| CADEBudget=400, Sample Selector=Out-of-Distribution2025.11 | 45.4 | 59.2 | 10.1 | |
| Chen-ALBudget=400, Sample Selector=Pseudo Loss2025.11 | 43 | 2.5 | 89.8 | |
| Chen-ALBudget=200, Sample Selector=Pseudo Loss2025.11 | 41 | 2.8 | 91.2 | |
| TRANSCENDENTBudget=400, Sample Selector=Credibility2025.11 | 40.6 | 15.6 | 82.8 | |
| TRANSCENDENTBudget=200, Sample Selector=Credibility2025.11 | 39 | 21.3 | 76.3 | |
| Chen-ALBudget=100, Sample Selector=Pseudo Loss2025.11 | 38.5 | 3.3 | 93.5 | |
| CADEBudget=200, Sample Selector=Out-of-Distribution2025.11 | 38.5 | 31.8 | 38.5 | |
| Binary SVMBudget=400, Sample Selector=Uncertainty2025.11 | 38.4 | 3.5 | 92 | |
| Binary GBDTBudget=400, Sample Selector=Uncertainty2025.11 | 38.3 | 3.6 | 91.8 | |
| Binary SVMBudget=200, Sample Selector=Uncertainty2025.11 | 37.7 | 4.8 | 89.7 | |
| Chen-ALBudget=50, Sample Selector=Pseudo Loss2025.11 | 37.4 | 3.5 | 93.7 | |
| Binary SVMBudget=100, Sample Selector=Uncertainty2025.11 | 37.3 | 5.4 | 88.5 | |
| CADEBudget=100, Sample Selector=Out-of-Distribution2025.11 | 37.3 | 37.2 | 45.2 | |
| Binary GBDTBudget=100, Sample Selector=Uncertainty2025.11 | 37.2 | 5.6 | 88.2 | |
| Binary GBDTBudget=200, Sample Selector=Uncertainty2025.11 | 37.2 | 5.6 | 88.2 | |
| Binary SVMBudget=50, Sample Selector=Uncertainty2025.11 | 37.1 | 5.7 | 87.9 | |
| Binary GBDTBudget=50, Sample Selector=Uncertainty2025.11 | 37 | 5.9 | 87.5 | |
| TRANSCENDENTBudget=100, Sample Selector=Credibility2025.11 | 35.8 | 28.4 | 70.1 | |
| CADEBudget=50, Sample Selector=Out-of-Distribution2025.11 | 34.2 | 44 | 56.8 | |
| TRANSCENDENTBudget=50, Sample Selector=Credibility2025.11 | 32 | 37.8 | 63.7 |