Network Intrusion Detection on UNSW-NB15
97.1F1 ScorePARD-SSM
Evaluation results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| PARD-SSMLatency (ms)=<1.2, GPU required=No2026.04 | 97.1 | — | 83.4 | — | — | — | |
| BiLSTMLatency (ms)=8.4, GPU required=Yes2026.04 | 76.1 | — | — | — | — | — | |
| Isolation ForestLatency (ms)=1.1, GPU required=No2026.04 | 68.9 | — | — | — | — | — | |
| KF-AnomalyLatency (ms)=0.8, GPU required=No2026.04 | 65.5 | — | — | — | — | — | |
| Snort 3.0Latency (ms)=< 0.1, GPU required=No2026.04 | 59.1 | — | — | — | — | — | |
| QIRLLatency (µs)=45.7, Speedup=51.77×2026.06 | — | — | — | 91.04 | 82.44 | 97.13 |