Threat Detection on CICIDS stream 2017 (test)
15TP (True Positives)MALCDF
Evaluation Results
| Method | Links | |||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| MALCDFDescription=Proposed Framework2025.12 | 15 | 2 | 3 | 30 | 90 | 83.33 | 88.24 | 85.7 | 9.1 | 0.7 | 6.8 | |
| ML-IDSDescription=Baseline2025.12 | 12 | 5 | 6 | 28 | 80 | 70.6 | 70.6 | 70.6 | 15.2 | 0.64 | 3.1 | |
| Single LLM Defense2025.12 | 10 | 7 | 4 | 29 | 78 | 71.4 | 58.8 | 64.4 | 10.8 | 0.66 | 5.7 |