| Task Name | Dataset Name | SOTA Result | Trend | |
|---|---|---|---|---|
| Federated Learning Poisoning Attack Mitigation | CSE-CIC-IDS2018 (test) | F1 Score98.39 | 75 | |
| Classification | CSE-CIC-IDS 2018 (test) | Accuracy99.78 | 8 | |
| Anomaly Detection | CSE-CIC-IDS INFILTRATION (held-out) | Precision97.8 | 6 | |
| Anomaly Detection | CSE-CIC-IDS SLOWLORIS (meta-tune) | Precision97.1 | 6 | |
| Anomaly Detection | CSE-CIC-IDS DDOS-HOIC (held-out) | Precision92.4 | 6 | |
| Anomaly Detection | CSE-CIC-IDS GOLDENEYE (meta-tune) | Precision91.6 | 6 | |
| Anomaly Detection | CSE-CIC-IDS SSH-BRUTEFORCE (meta-tune) | Precision93 | 6 | |
| Anomaly Detection | CSE-CIC-IDS BOTNET (meta-tune) | Precision95.2 | 6 | |
| Federated Learning | CSE-CIC-IDS 2018 | Latency (s)0.003 | 5 | |
| Intrusion Detection | CSE-CIC-IDS 2018 (test) | Accuracy99.25 | 1 |