| SWaT Malicious Controller Output Injection (test) | SRLR | F1 Score99.8 | | 20 | 4mo ago |
| ATRDF2 | | Precision100 | | 16 | 3mo ago |
| CIFAR-100 (test) | FS | BIM AUC89 | | 16 | 4mo ago |
| CIC-IDS 2017 | KNOWML | F1 Score (DoS Hulk)96.79 | | 12 | 18d ago |
| CICIoT 2023 | KIT | F1 (DoS-SYN)99.9 | | 12 | 1mo ago |
| Synthetic AR(1) traces Marginal-preserving attack, T=300, spread=150, stealth=0.2 (test) | b_sprt | AUC97.3 | | 10 | 1mo ago |
| SWaT Controller Configuration Tampering Attack (test) | SRLR | F199.55 | | 10 | 4mo ago |
| Leave-one-model-out held-out 9th model 1.0 (val) | Random Forest | AUC1 | | 9 | 25d ago |
| Harmful Attacks 105K sample set | LlamaGuard | Detection Rate97.4 | | 8 | 4mo ago |
| DARPA THEIA E5 | Threatrace | TP66 | | 7 | 4mo ago |
| DARPA CADETS E5 | MAGIC | TP123 | | 7 | 4mo ago |
| DARPA THEIA E3 | MAGIC | True Positives (TP)115 | | 7 | 4mo ago |
| DARPA E3 CADETS | MAGIC | True Positives (TP)63 | | 7 | 4mo ago |
| CNN/DM summary (N = 100) | | FPR0 | | 6 | 1mo ago |
| GSM8K (N = 100) | | FPR0 | | 6 | 1mo ago |
| HumanEval code (N = 100) | QDM | FPR1 | | 6 | 1mo ago |
| SQuAD QA full profile (N = 200; incl. 50 calib.) | RECURGUARD | FPR0 | | 6 | 1mo ago |
| C4 Task-aligned filler (N = 100) | | TPR10 | | 6 | 1mo ago |
| Topical CSP C1 N = 100 | | TPR99 | | 6 | 1mo ago |
| ExtendAttack N = 50 | | TPR100 | | 6 | 1mo ago |
| OverThink N = 100 | | TPR (OverThink N=100)100 | | 6 | 1mo ago |
| THEIA Kairos | Auto-Prov | AUC-ROC0.858 | | 6 | 4mo ago |
| THEIA OCR-APT | Auto-Prov | AUC-ROC96.2 | | 6 | 4mo ago |
| THEIA MAGIC | Auto-Prov | AUC-ROC86.9 | | 6 | 4mo ago |
| THEIA Flash | Auto-Prov | AUC-ROC90.1 | | 6 | 4mo ago |
