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. 2025 Jul 1;15:21653. doi: 10.1038/s41598-025-04984-4

Table 2.

Evaluation Metrics for Different Techniques.

Framework Accuracy (%) Response Time (ms) Cyberattack Detec-tion Rate (%) Reliability (%)
AI-SGF 96.8 250 98.9 96
DeepBeliefNetwork (DBN) 69 500 72 72.3
Federated Intrusion Detection System (F IDS) 85.4 400 89.2 85
Blockchain-based SecurityFramework (BSF) 81.2 480 87.5 83.1
Machine Learning-based Intrusion Detection (ML- ID) 77.8 460 79 76.4