Timestamp Dependency Detection on Smart Contract Vulnerability Dataset
98.41RecallClear
Evaluation Results
| Method | Links | ||||
|---|---|---|---|---|---|
| Clear2026.03 | 98.41 | 94.3 | 96.31 | — | |
| DMT2026.03 | 96.39 | 93.6 | 94.97 | — | |
| CGBC2026.03 | 95.77 | 98.55 | 97.14 | — | |
| ExDoS2025.09 | 91.4 | 89.08 | 90.23 | 89.87 | |
| SMS2026.03 | 91.09 | 89.15 | 90.11 | — | |
| SMS2025.09 | 88.56 | 84.29 | 86.35 | 87.28 | |
| TMF-Net2026.03 | 88.15 | 86.59 | 87.36 | — | |
| AME2025.09 | 86.23 | 82.07 | 84.1 | 86.52 | |
| TMP2025.09 | 83.82 | 75.05 | 79.19 | 83.45 | |
| AME2026.03 | 80.26 | 81.42 | 80.84 | — | |
| Smartcheck2026.03 | 79.34 | 47.89 | 59.73 | — | |
| GCN2026.03 | 77.55 | 74.93 | 76.22 | — | |
| TMP2026.03 | 76.09 | 78.68 | 77.36 | — | |
| GCN2025.09 | 75.97 | 68.35 | 71.96 | 74.21 | |
| LineVul2026.03 | 67.46 | 89.47 | 76.92 | — | |
| Slither2026.03 | 67.17 | 69.27 | 68.2 | — | |
| Oyente2026.03 | 59.97 | 61.04 | 59.47 | — | |
| GRU2025.09 | 59.91 | 49.41 | 54.15 | 52.06 | |
| LSTM2025.09 | 59.23 | 50.32 | 54.41 | 50.79 | |
| Osiris2026.03 | 55.42 | 59.26 | 57.28 | — | |
| Mythril2026.03 | 49.8 | 57.5 | 53.37 | — | |
| Vanilla-RNN2025.09 | 44.59 | 51.91 | 45.62 | 49.77 | |
| sFuzz2026.03 | 27.01 | 23.15 | 24.93 | — |