Misclassification Detection on DBLP
89.92AUROCHyperNSD
Evaluation Results
| Method | Links | ||||
|---|---|---|---|---|---|
| HyperNSD2026.07 | 89.92 | 98.11 | 76.13 | 53.65 | |
| GPN2026.07 | 87.93 | 94.08 | 73.71 | 60.23 | |
| LGNSDE2026.07 | 87.57 | 98.34 | 69.91 | 61.32 | |
| HNDiffN2026.07 | 87.2 | 98.92 | 61.4 | 60 | |
| GNSD2026.07 | 87.12 | 98.44 | 63.26 | 58.4 | |
| HND2026.07 | 87.09 | 96.34 | 69.8 | 69.03 | |
| HGCN-Ens2026.07 | 87.07 | 97.98 | 70.84 | 59.92 | |
| HyperGCN2026.07 | 86.66 | 97.59 | 71.34 | 67.23 | |
| GNNSafe2026.07 | 86.5 | 92.2 | 74.53 | 71.06 | |
| HGNN2026.07 | 86.02 | 98.35 | 62.28 | 61.13 | |
| HyperGOOD2026.07 | 80.71 | 97.5 | 66.78 | 68.78 |