Feature Ranking and Reliability Assessment on Open-source Package Behavior Dataset
452,163.18Trend ScoreHeteroGAT
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| HeteroGATRanking Scope=Top-10 Features, Score Normalization=Within method, CVE Mapping=Package-level2026.01 | 452,163.18 | 1 | 189.75 | |
| EntropyRanking Scope=Top-10 Features, Score Normalization=Within method, CVE Mapping=Package-level2026.01 | 321,296.46 | 87 | 111.67 | |
| DHeteroGATRanking Scope=Top-10 Features, Score Normalization=Within method, CVE Mapping=Package-level2026.01 | 289,148.79 | 186 | 114.84 | |
| PNHeteroGATRanking Scope=Top-10 Features, Score Normalization=Within method, CVE Mapping=Package-level2026.01 | 286,844.12 | 186 | 121.86 | |
| SHAP+XGBRanking Scope=Top-10 Features, Score Normalization=Within method, CVE Mapping=Package-level2026.01 | 251,627.71 | — | 62.65 | |
| CorrelationRanking Scope=Top-10 Features, Score Normalization=Within method, CVE Mapping=Package-level2026.01 | 183,639.36 | — | 61.21 |