Table 5 Federated learning performance on TONIoT dataset.

From: Quantum deep learning-enhanced ethereum blockchain for cloud security: intrusion detection, fraud prevention, and secure data migration

Method

Global Model Accuracy (%)

Convergence Time (epochs)

Model Integrity (%)

Proposed BAFL SMT

96.8

40

99.2

RCBDM EVSET 5

88.4

80

90.3

BB IoTSA 8

90.1

65

93.7

HCNNLSTM TFPE 25

94.3

52

96.1

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