Phishing Node Detection on Phishing Node Detection Dataset
0.95PrecisionScamSweeper
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| ScamSweeperWalking method=STRWalk2025.12 | 0.95 | 0.92 | 0.94 | |
| ScamSweeperWalking method=TRWalk2025.12 | 0.86 | 0.84 | 0.85 | |
| Yuan’s methodWalking method=STRWalk2025.12 | 0.82 | 0.77 | 0.79 | |
| DGTSDWalking method=STRWalk2025.12 | 0.82 | 0.79 | 0.8 | |
| BERT4ETHWalking method=STRWalk, Classifier=Random Forest2025.12 | 0.81 | 0.64 | 0.71 | |
| BERT4ETHWalking method=STRWalk, Classifier=DNN2025.12 | 0.76 | 0.74 | 0.75 |