| Dataset Name | SOTA Method | Metric | Trend | ||
|---|---|---|---|---|---|
| NSL-KDD | FedAvg | Accuracy97.2 | 11 | 17d ago | |
| Tri-IDS (BOT-IOT + CICIDS2017 + NSL-KDD) | KAN-LSTM | Accuracy93.76 | 8 | 17d ago | |
| Consolidated Security Threats All Threats | Dynamic TM | Total Detected17 | 7 | 24d ago | |
| ML/AI-Specific Architectural Threats | Dynamic TM | Total Detected7 | 7 | 24d ago | |
| Traditional Infrastructure Threats | Dynamic TM | Total Detected10 | 7 | 24d ago | |
| OpenClaw 140 adversarial instances | ClawKeeper | Defense Success Rate85 | 4 | 23d ago | |
| CICIDS 2017 | FedAvg | Accuracy98.1 | 4 | 1mo ago | |
| CICIDS stream 2017 (test) | MALCDF | TP (True Positives)15 | 3 | 1mo ago | |
| SecureScan Evaluation Dataset | SecureScan | Accuracy93.1 | 3 | 1mo ago |
