Malicious Package Detection on NPM
99.61AccuracyMeMPtec
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| MeMPtecAnalysis Type=Metadata, Model=ML (DRF), Feature Analysis=ETM and DTM, Detection Model Stability=Partial, Explainability (Per Package)=×2026.04 | 99.61 | — | — | |
| CLAMPD-NetAnalysis Type=Hybrid, Model=DL (CNN-BiGRU), Feature Analysis=Fusion + graph + semantic, Detection Model Stability=Partial, Explainability (Per Package)=Partial2026.04 | 97.23 | — | — | |
| DONAPIAnalysis Type=Hybrid, Model=ML (RF), Feature Analysis=API-sequence + ML, Detection Model Stability=×, Explainability (Per Package)=×2026.04 | 97 | — | — | |
| OSS Detect BackdoorApproach Type=Rule-Based2023.09 | — | 41.1 | 85.1 |