Intrusion Detection on N-BaIoT
99.7Accuracy (IoT-01)F-ACVAE
Evaluation Results
| Method | Links | ||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|
| F-ACVAEtraining_mode=federated, aggregation_strategy=CMGA2026.07 | 99.7 | 99.1 | 98.1 | 99.3 | 97.9 | 98.9 | 99.6 | 98.7 | 99.5 | 99 | |
| CTVAEtraining_mode=centralized2026.07 | 93 | 95 | 93.9 | 91.8 | 93.1 | 94.5 | 96.6 | 100 | 98.9 | 95.2 | |
| MAE2026.07 | 92.1 | 94.1 | 93.4 | 90.9 | 92.2 | 78.1 | 94.2 | 95.5 | 94.8 | 91.7 | |
| CSAEC2026.07 | 92 | 94.2 | 92.8 | 90.6 | 92.1 | 92.3 | 96.5 | 90 | 80.2 | 91.2 | |
| STA2026.07 | 67.2 | 75.2 | 70.9 | 61.3 | 65.6 | 85 | 85.8 | 97.6 | 95.3 | 78.2 | |
| MVAE2026.07 | 67.2 | 74.2 | 70.5 | 60 | 65.7 | 62.8 | 76.8 | 88.5 | 90.1 | 72.9 |