Malware Detection on Transcendent 2014-2018 (temporal)
86.7Detection Accuracy (2014)RETROFIT
Evaluation results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| RETROFITMethod Type=Our method2025.11 | 86.7 | 85.4 | 89.4 | 89 | 94 | 92.3 | |
| Weight AveragingMethod Type=Model-merging approach2025.11 | 85.9 | 85.7 | 89.1 | 77.7 | 77.3 | 89.1 | |
| Ensemble AveragingMethod Type=Ensemble-based baseline2025.11 | 82.9 | 86 | 90.4 | 84.3 | 87.5 | 90.5 | |
| Ensemble VotingMethod Type=Ensemble-based baseline2025.11 | 82.7 | 86 | 90.4 | 84.6 | 87.6 | 90.5 | |
| Ties-MergingMethod Type=Model-merging approach2025.11 | 79.1 | 83.5 | 89.7 | 85.3 | 87.5 | 88.9 | |
| AdaMergingMethod Type=Model-merging approach2025.11 | 75.1 | 83.9 | 90.8 | 90.9 | 85.2 | 89.5 | |
| Task ArithmeticMethod Type=Model-merging approach2025.11 | 74.7 | 83.3 | 90.6 | 91.2 | 85.3 | 89.8 |