Malware Detection on BODMAS (averaged over all months)
96.4RecallTrident
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| TridentComponents=Decision tree over static features + behavior-based rules + direct LLM analysis2026.04 | 96.4 | 98.2 | 0.03 | |
| GBDTFeatures=Static, Update protocol=Monthly updates2026.04 | 95.8 | 97.8 | 0.08 | |
| Behavioral rules aloneFeatures=Behavioral, Model=Rules2026.04 | 94.2 | 96.4 | 1.6 | |
| Behavioral rules+LLMFeatures=Behavioral, Model=Rules + LLM2026.04 | 93.6 | 96.6 | 0.24 | |
| GBDTFeatures=Static, Update protocol=Standard2026.04 | 93.6 | 96.6 | 0.1 |