Malicious PowerShell Script Detection on PowerShell Scripts Dataset
0.99RecallXGBoost
Evaluation results
| Method | Links | |
|---|---|---|
| XGBoostMalicious Data=480, Feature Extr=Yes2026.02 | 0.99 | |
| SdAs-based XGBoostMalicious Data=6,609, Feature Extr=Yes2026.02 | 0.98 | |
| AST-based random forestMalicious Data=2,000, Feature Extr=Yes2026.02 | 0.976 | |
| NLP-based CNNMalicious Data=6,290, Feature Extr=Yes2026.02 | 0.89 | |
| Random forest classifierMalicious Data=100, Feature Extr=Yes2026.02 | 0.875 | |
| CodeGEN + CodeGPTMalicious Data=1,128, Feature Extr=No2026.02 | 0.852 | |
| AST-based random forestMalicious Data=4,079, Feature Extr=No2026.02 | 0.85 |