Intrusion Detection on TON_IoT
99.95AccuracyFed. TAE + PPO + DT
Evaluation results
| Method | Links | |||||||
|---|---|---|---|---|---|---|---|---|
| Fed. TAE + PPO + DTClasses=10, Privacy=Yes2026.06 | 99.95 | 99.95 | — | — | — | — | 99.95 | |
| TeacherPrecision=fp32, Params=769,922, Size (KB)=3021.532025.12 | 99.89 | 99.55 | — | — | — | — | — | |
| StudentPrecision=int8, Params=3,042, Size (KB)=22.442025.12 | 99.69 | 98.67 | 1.45 | 2.25 | 0.89 | 0.99 | — | |
| StudentPrecision=fp32, Params=3,042, Size (KB)=22.292025.12 | 99.68 | 98.63 | 1.29 | 1.62 | 1 | 1 | — | |
| Fed. TGCN + A2C + DTClasses=10, Privacy=Yes2026.06 | 99.61 | 99.12 | — | — | — | — | 99.61 | |
| Fed. + Q-learningClasses=7, Privacy=Yes2026.06 | 99.4 | 99.4 | — | — | — | — | 98.99 | |
| Fed. + Q-learningClasses=7, Privacy=Yes2026.06 | 99.4 | 99.4 | — | — | — | — | 98.99 | |
| Federated CNNPrivacy=Yes2026.06 | 99.2 | — | — | — | — | — | 97.47 | |
| Federated CNNPrivacy=Yes2026.06 | 99.2 | — | — | — | — | — | 97.47 | |
| Federated TLPrivacy=Yes2026.06 | 99.13 | — | — | — | — | — | 96.85 | |
| Federated TLPrivacy=Yes2026.06 | 99.13 | — | — | — | — | — | 96.85 | |
| Federated anomalyPrivacy=Yes2026.06 | 99.09 | — | — | — | — | — | 96.34 | |
| Federated anomalyPrivacy=Yes2026.06 | 99.09 | — | — | — | — | — | 96.34 | |
| Federated RFPrivacy=Yes2026.06 | 98.17 | — | — | — | — | — | 96.45 | |
| Federated RFPrivacy=Yes2026.06 | 98.17 | — | — | — | — | — | 96.45 | |
| Federated MLPPrivacy=Yes2026.06 | 94.15 | — | — | — | — | — | — | |
| Federated MLPPrivacy=Yes2026.06 | 94.15 | — | — | — | — | — | — | |
| Centralised DNNPrivacy=No2026.06 | 86.86 | — | — | — | — | — | — | |
| Centralised DNNPrivacy=No2026.06 | 86.86 | — | — | — | — | — | — | |
| Federated GANPrivacy=Yes2026.06 | 74.19 | — | — | — | — | — | — | |
| Federated GANPrivacy=Yes2026.06 | 74.19 | — | — | — | — | — | — |