Anomaly Detection on ToN-IoT (test)
98.5ROC-AUCWeighted Hamming LID
Evaluation Results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| Weighted Hamming LIDShortcut Risk?=No, Payload?=Yes2026.05 | 98.5 | — | — | — | — | 98.3 | |
| AutoencoderShortcut Risk?=No, Payload?=Yes2026.05 | 98.1 | — | — | — | — | 98.5 | |
| NetVADShortcut Risk?=No, Payload?=No2026.05 | 98 | 99.9 | 96.2 | 98 | 5.02 | 99.9 | |
| KNNShortcut Risk?=No, Payload?=Yes2026.05 | 97.3 | — | — | — | — | 94.3 | |
| Isolation ForestShortcut Risk?=No, Payload?=No2026.05 | 95.3 | 99.9 | 90.5 | 95 | 5.94 | 99.9 | |
| Isolation ForestShortcut Risk?=No, Payload?=Yes2026.05 | 56.7 | — | — | — | — | 36.4 | |
| Isolation ForestShortcut Risk?=Yes (IP/Port/Tstamp), Payload?=Yes2026.05 | — | 37 | 8 | 13 | 63.06 | — | |
| OCSVMShortcut Risk?=Yes (IP/Port/Tstamp), Payload?=Yes2026.05 | — | 84 | 99 | 91 | 16.04 | — |