Intrusion Detection on ToN_IoT (withheld-family zero-day protocol)
83.16AccuracyZAID
Evaluation Results
| Method | Links | ||||
|---|---|---|---|---|---|
| ZAIDweighting_and_threshold=(1, 1.5, 1.5) >= 2.52026.02 | 83.16 | 97.69 | 67.86 | 79.4 | |
| ZAIDweighting_and_threshold=(1.5, 1, 1.5) >= 2.52026.02 | 82.86 | 97.85 | 67.04 | 78.88 | |
| ZAIDweighting_and_threshold=(1, 1.5, 1) >= 2.52026.02 | 82.5 | 97.77 | 66.45 | 78.42 | |
| ZAIDweighting_and_threshold=(0, 1, 0) >= 12026.02 | 82.34 | 97.59 | 66.24 | 78.21 | |
| ZAIDweighting_and_threshold=(1.5, 1.5, 1) >= 2.52026.02 | 82.25 | 97.7 | 66 | 78.08 | |
| ZAIDweighting_and_threshold=(0, 0, 1) >= 12026.02 | 81.8 | 81.37 | 86.14 | 81.95 | |
| ZAIDweighting_and_threshold=(1, 1, 1) >= 22026.02 | 81.57 | 97.7 | 64.59 | 77.07 | |
| ZAIDweighting_and_threshold=(1, 0, 0) >= 12026.02 | 64.27 | 80.76 | 36.27 | 47.66 | |
| Bierbrauer et al.protocol=protocol-aligned2026.02 | 58.39 | 34.55 | 77.71 | 23.23 | |
| Mohamed et al.2026.02 | 50.58 | 2.07 | 16.43 | 1.11 | |
| Mohamed et al.protocol=reference-inspired baseline2026.02 | 50.58 | 2.07 | 16.43 | 1.11 | |
| Khan et al.2026.02 | 49.55 | 98.35 | 49.76 | 65.62 | |
| Khan et al.protocol=reference-inspired baseline2026.02 | 49.55 | 98.35 | 49.76 | 65.62 | |
| Popoola et al.protocol=protocol-aligned2026.02 | 39.52 | 33.71 | 37.71 | 31.81 |