Intrusion Detection and Automated Remediation on Simulated DevSecOps CI/CD pipeline testbed
95.6Detection AccuracyAutoGuard
Evaluation Results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| AutoGuardtype=Reinforcement Learning, approach=RL-based autonomous remediation2025.12 | 95.6 | 87 | 6.4 | — | — | |
| Traditional Anomaly Detection Model (TADM)type=Anomaly detection, algorithms=Isolation forests and PCA-based log analysis2025.12 | 77.5 | 132 | 9.7 | — | — | |
| Static Intrusion Detection System (IDS)type=Rule matching2025.12 | 72.8 | 145 | 11.3 | — | — |