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 | |
| Synthetic Data Utility | CIC-IDS 2017 | Accuracy99.91 | 20 | |
| 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 | |
| Classification | CIC-IDS 2017 | G-measure65 | 15 | |
| Attack Detection | CIC-IDS 2017 | F1 Score (DoS Hulk)96.79 | 12 | |
| Network Anomaly Detection | CIC-IDS 2017 | Accuracy99.69 | 9 | |
| Intrusion Detection | CIC-IDS 2017 (test) | Accuracy (%)100 | 9 | |
| 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 (Clean) | Accuracy99.58 | 7 | |
| Network Intrusion Detection | CIC-IDS Generalization 2017 | F1-score98.18 | 6 | |
| Intrusion Detection | CIC-IDS 2017 (random) | Accuracy99.89 | 6 | |
| Intrusion Detection | CIC-IDS 2017 | AUC100 | 5 | |
| Intrusion Detection | CIC-IDS 2017 (group-by-5-tuple) | Accuracy99.79 | 5 | |
| 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 | |
| Network Anomaly Detection | CIC-IDS 2017 | AUPRC79.17 | 4 | |
| Intrusion Detection | CIC-IDS 2017 | Latency (µs)32.5 | 4 | |
| Network Intrusion Detection | CIC-IDS 15% 2017 (test) | PR AUC0.942 | 4 | |
| Alert Ranking | CIC-IDS 2017 (val) | NDCG@101 | 4 |
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