Malware Detection on CICMalDroid 2020 (test)
95.97AccuracyCL-Malware
Evaluation Results
| Method | Links | ||||
|---|---|---|---|---|---|
| CL-MalwarePre-training Dataset=AndroZoo (2011-2016), Evaluation Protocol=Direct Transfer2026.04 | 95.97 | 91.07 | 100 | 95.33 | |
| MARDEvaluation Protocol=Zero-shot analysis, Collaboration Mode=Multi-agent collaboration2026.04 | 94.35 | 89.29 | 98.04 | 93.46 | |
| DroidEvolverPre-training Dataset=AndroZoo (2011-2016), Evaluation Protocol=Direct Transfer2026.04 | 86.29 | 75.76 | 98.04 | 85.47 | |
| Malscan (knn-1)Pre-training Dataset=AndroZoo (2011-2016), Evaluation Protocol=Direct Transfer2026.04 | 83.87 | 73.85 | 94.12 | 82.76 | |
| MaMaDroid (package)Pre-training Dataset=AndroZoo (2011-2016), Evaluation Protocol=Direct Transfer2026.04 | 57.72 | 40 | 3.92 | 7.14 |