Network Intrusion Detection on NF-ToN-IoT (test)
93.79AccuracySVM
Evaluation Results
| Method | Links | ||||
|---|---|---|---|---|---|
| SVM2026.04 | 93.79 | 94.66 | 93.79 | 93.42 | |
| Naïve Bayes2026.04 | 86.19 | 87.61 | 86.19 | 85.94 | |
| MA-IDSExperience Library=fixed, Error Analysis Agent=disabled2026.04 | 84 | 85.56 | 85 | 85.22 | |
| AdaBoost2026.04 | 43.83 | 39.67 | 43.83 | 36.79 | |
| GPT-4omode=Zero-Shot2026.04 | 13.33 | 11.52 | 11.78 | 4.96 |