Table 7 Blockchain-aware federated learning performance metrics.

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

Cloud Node

Local Model Accuracy (%)

Gradient Verification (Pass/Fail)

Adversarial Updates Detected (%)

Global Contribution Weight (%)

Convergence Time (Epochs)

Node 1

92.5

Pass

0.2

25.3

42

Node 2

91.8

Pass

0.0

24.7

40

Node 3

93.1

Pass

0.5

26.0

39

Node 4

89.7

Fail

7.2

0.0

N/A

Node 5

90.2

Pass

0.1

24.0

41

Global Model

96.8

N/A

0.3

100

40

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