Fig 1.
CSAT-DRM Framework Diagram.
Fig 2.
Convergence curve.
Fig 3.
Comparative results of model performance.
Table 1.
Ablation experiment results.
Fig 4.
Dynamic Performance of Anomaly Detection in Time-series.
Fig 5.
Detection score distribution across different anomaly types.
Table 2.
Computational Cost and Runtime Efficiency of CSAT-DRM.
Table 3.
Performance comparison of different models on the CIC-IDS2017.
Table 4.
Key mechanism comparison of transformer-based anomaly detection models.