Graph Anomaly Detection on T-Social (40-20-40 split)
95.4Macro-F1EGNN
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| EGNNTime(s)=37122026.05 | 95.4 | 99.69 | 95.89 | |
| BWGNNTime(s)=30452026.05 | 81.78 | 94.32 | 60.81 | |
| UniGADTime(s)=39812026.05 | 78.67 | 91.65 | 58.33 | |
| GATTime(s)=29452026.05 | 67.08 | 85.47 | 25.65 | |
| GCNTime(s)=20412026.05 | 65.34 | 78.8 | 23.96 | |
| GTTime(s)=22962026.05 | 63.66 | 83.43 | 20.82 | |
| GraphSAGETime(s)=30632026.05 | 58.42 | 74.04 | 9.44 | |
| ChebyNetTime(s)=13802026.05 | 58.31 | 73.56 | 12.04 | |
| GINTime(s)=36112026.05 | 52.61 | 66.37 | 5.92 | |
| BernNetTime(s)=19452026.05 | 51.94 | 64.68 | 4.88 | |
| PC-GNNTime(s)=153992026.05 | 51.19 | 72.88 | 13.77 | |
| SGCTime(s)=21092026.05 | 42.49 | 48.93 | 3.04 |