Intrusion Detection on CICIoT 2023 (evaluation)
95.9AccuracyProposed semantic multi-agent IDS
Evaluation Results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| Proposed semantic multi-agent IDSLatency (s)=26.682026.06 | 95.9 | 93.5 | 98.6 | 96 | 6.8 | |
| XGBoostLatency (s)=0.042026.06 | 92.8 | 90.6 | 96.3 | 93.4 | 10.6 | |
| CNN-LSTMLatency (s)=0.162026.06 | 92.1 | 89.9 | 95.5 | 92.6 | 11.3 | |
| Random ForestLatency (s)=0.032026.06 | 91.2 | 88.7 | 95.5 | 92 | 13 | |
| MLPLatency (s)=0.072026.06 | 90.1 | 87.8 | 94.6 | 91.1 | 14.4 | |
| Single-agent LLM IDSLatency (s)=5.122026.06 | 89.6 | 87.4 | 94.3 | 90.7 | 15 | |
| AutoencoderLatency (s)=0.052026.06 | 85.6 | 83.1 | 91.2 | 87 | 20 |