Table 6 5-Fold cross-validation results for GANs-MARL.

From: A graph attention network-based multi-agent reinforcement learning framework for robust detection of smart contract vulnerabilities

Fold

Training Acc (%)

Validation Acc (%)

Training F1 (%)

Validation F1 (%)

Variance

1

94.2

93.1

90.1

89.3

0.8

2

93.9

93.6

89.8

89.9

0.1

3

94.1

93.4

90.0

89.6

0.4

4

93.8

93.8

89.7

89.8

0.1

5

94.0

93.2

89.9

89.4

0.5

Mean

94.0 ± 0.15

93.4 ± 0.29

89.9 ± 0.16

89.6 ± 0.25

0.38

  1. The bold values signifies the best results.
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