Table 1 Performance comparison of vulnerability detection methods across different vulnerability types.
Methods | Reentrancy | Unchecked Low Level Calls | Front Running | Denial of Service | ||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
Acc | Rec | Prec | F1 | Acc | Rec | Prec | F1 | Acc | Rec | Prec | F1 | Acc | Rec | Prec | F1 | |
Smartcheck | 62.5 | 58.3 | 55.7 | 57.0 | 58.2 | 54.1 | 52.3 | 53.2 | 55.8 | 51.2 | 49.6 | 50.4 | 60.1 | 56.4 | 53.8 | 55.1 |
Mythril | 75.3 | 71.8 | 68.9 | 70.3 | 72.4 | 68.7 | 65.2 | 66.9 | 69.5 | 65.8 | 62.4 | 64.1 | 71.8 | 68.2 | 64.7 | 66.4 |
Slither | 78.9 | 75.2 | 72.6 | 73.9 | 76.1 | 72.4 | 69.1 | 70.7 | 73.2 | 69.5 | 66.3 | 67.9 | 75.5 | 71.8 | 68.4 | 70.1 |
MythSlith | 82.4 | 78.9 | 76.2 | 77.5 | 79.8 | 76.1 | 73.2 | 74.6 | 76.9 | 73.2 | 70.1 | 71.6 | 79.2 | 75.6 | 72.3 | 73.9 |
GNN | 85.7 | 82.3 | 79.8 | 81.0 | 83.2 | 79.8 | 76.9 | 78.3 | 80.4 | 76.8 | 73.9 | 75.3 | 82.7 | 79.2 | 76.1 | 77.6 |
GCN | 87.9 | 84.6 | 82.1 | 83.3 | 85.6 | 82.3 | 79.5 | 80.9 | 82.8 | 79.4 | 76.5 | 77.9 | 85.1 | 81.7 | 78.8 | 80.2 |
DR-GCN | 89.2 | 86.1 | 83.7 | 84.9 | 87.1 | 83.9 | 81.2 | 82.5 | 84.5 | 81.2 | 78.4 | 79.8 | 86.8 | 83.4 | 80.6 | 82.0 |
DA-GNN | 91.5 | 88.4 | 86.2 | 87.3 | 89.3 | 86.1 | 83.6 | 84.8 | 86.7 | 83.5 | 80.8 | 82.1 | 88.9 | 85.6 | 82.9 | 84.2 |
GANs-MARL | 93.8 | 90.7 | 88.9 | 89.8 | 91.6 | 88.4 | 86.1 | 87.2 | 88.9 | 85.8 | 83.2 | 84.5 | 91.2 | 88.1 | 85.4 | 86.7 |
