Malicious Traffic Detection on SC-Inject-Bench Traffic-level
0FPRTraffic-Suricata
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| Traffic-SuricataTime Overhead=68.64%2026.04 | 0 | 6.2 | |
| AgentIO-GPT-5.2Time Overhead=10.58%2026.04 | 0.5 | 1.1 | |
| ShieldNetTime Overhead=21.38%2026.04 | 0.8 | 99.5 | |
| AgentIO-GPT-4.1Time Overhead=11.45%2026.04 | 1.1 | 2.3 | |
| Traffic-GPT-5.2Time Overhead=32.03%2026.04 | 12.6 | 75.7 | |
| Traffic-GPT-4.1Time Overhead=39.68%2026.04 | 17.3 | 85.4 | |
| Traffic-Qwen3-0.6BTime Overhead=22.58%2026.04 | 84.7 | 77.4 | |
| Traffic-Safe-NIDTime Overhead=40.15%2026.04 | 100 | 97.4 |