Table 4 Comparison of recovery performance across frameworks.
From: Hybrid MLOps framework for automated lifecycle management of adaptive phishing detection models
Framework | F1 (Post-recovery) | Recovery latency | \(\Delta\)DP (Post-recovery) | Interpretability retained |
|---|---|---|---|---|
HAMF | \(0.9952 \pm 0.0003\) | 6 h (auto + HITL) | 0.03 | \(\checkmark\) (SHAP-guided) |
SageMaker19 | \(0.9841 \pm 0.0011\) | Manual retrain | 0.08 | ✗ |
\(0.9863 \pm 0.0009\) | Manual retrain | 0.09 | \(\blacktriangle\) | |
\(0.9819 \pm 0.0014\) | Not supported | 0.11 | ✗ |
