CIC-IDS
Benchmarks
| Task Name | Dataset Name | SOTA Result | Trend | |
|---|---|---|---|---|
| Intrusion Detection | CIC-IDS 2018 | Accuracy98 | 48 | |
| Untargeted Attack Detection | CIC-IDS non-IID 2018 | Accuracy95 | 48 | |
| Targeted attack detection | CIC-IDS IID 2018 | Accuracy97 | 48 | |
| Targeted Attack Detection | CIC-IDS 2018 (non-IID, 40% Adversaries) | Detection Performance92 | 16 | |
| Targeted Attack Detection | CIC-IDS non-IID 20% Adversaries 2018 | Detection Accuracy93 | 16 | |
| Targeted Attack Detection | CIC-IDS non-IID 10% Adversaries 2018 | Detection Accuracy95 | 16 | |
| Anomaly Detection | CIC-IDS 2017 (test) | F1-Score89.9 | 8 | |
| Anomaly Recognition | CIC-IDS 2017 | Inference Time (s)0.06 | 8 | |
| Intrusion Detection | CIC-IDS 2017 (test) | Accuracy (%)96.4 | 6 | |
| Intrusion Detection | CIC-IDS 2017 | Accuracy99.92 | 5 | |
| Malicious Traffic Detection | CIC-IDS 2018 (with drift) | Accuracy99.93 | 5 | |
| Malicious Traffic Detection | CIC-IDS without drift 2018 | Accuracy99.7 | 5 | |
| Tabular Data Synthesis | CIC-IDS 2017 (test) | Detectability99.74 | 3 | |
| Network Intrusion Detection | CIC-IDS 2017 (LOAO) | AUROC0.8499 | 3 | |
| Network Intrusion Detection | CIC-IDS 2017 (test) | AUROC0.9991 | 3 | |
| Intrusion Detection | CIC-IDS 2017 | P-Value0.008 | 1 | |
| Federated Learning Defense | CIC-IDS 2018 | Metric- | 0 |
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