Node Classification on Aggregated fairness datasets
71.44AccuracyRej. Opt.
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| Rej. Opt.Family=Fair tabular2026.06 | 71.44 | 8.85 | 30.59 | |
| ReweightingFamily=Fair tabular2026.06 | 70.3 | 5.2 | 30.52 | |
| Diag-FSFFamily=Fair NSD (Ours)2026.06 | 70.18 | 5.99 | 30.68 | |
| XGBoostFamily=Tabular2026.06 | 70.03 | 9.24 | 31.85 | |
| LightGBMFamily=Tabular2026.06 | 69.35 | 8.63 | 32.52 | |
| Fair DropFamily=Fair graph2026.06 | 68.31 | 9.07 | 34.41 | |
| Diag-FSPFamily=Fair NSD (Ours)2026.06 | 68.2 | 7.44 | 33.74 | |
| FairGNNFamily=Fair graph2026.06 | 67.96 | 5.2 | 32.77 | |
| Gen-FVPFamily=Fair NSD (Ours)2026.06 | 67.75 | 17.1 | 39.34 | |
| Gen-FSFFamily=Fair NSD (Ours)2026.06 | 67.69 | 9.16 | 33.78 | |
| Gen-FSPFamily=Fair NSD (Ours)2026.06 | 67.53 | 4.69 | 33 | |
| MLPFamily=Tabular2026.06 | 67.44 | 8.47 | 34.99 | |
| adv-MLPFamily=Fair tabular2026.06 | 67.3 | 12.63 | 36.15 | |
| H2GCNFamily=GNN2026.06 | 67.04 | 7.5 | 34.53 | |
| Diag-FVPFamily=Fair NSD (Ours)2026.06 | 66.91 | 5.1 | 34.1 | |
| UndersamplingFamily=Fair graph2026.06 | 66.75 | 3.73 | 33.61 | |
| FairSINFamily=Fair graph2026.06 | 66.48 | 8.52 | 36.22 | |
| GCNFamily=GNN2026.06 | 66.36 | 8.57 | 36.21 | |
| Log. Reg.Family=Tabular2026.06 | 66.26 | 11.51 | 36.78 | |
| Gen-NSDFamily=NSD2026.06 | 66.1 | 10.41 | 37.15 | |
| O(d)-FSFFamily=Fair NSD (Ours)2026.06 | 63.39 | 9.07 | 39.69 | |
| O(d)-FSPFamily=Fair NSD (Ours)2026.06 | 62.58 | 5.54 | 38.48 | |
| O(d)-NSDFamily=NSD2026.06 | 62.26 | 12.75 | 43.09 | |
| NIFTYFamily=Fair graph2026.06 | 59.94 | 10.09 | 43.11 | |
| O(d)-FVPFamily=Fair NSD (Ours)2026.06 | 59.4 | 10.99 | 43.16 | |
| Diag-NSDFamily=NSD2026.06 | 58.48 | 11.42 | 45.3 | |
| GATFamily=GNN2026.06 | 57.79 | 11.99 | 46.72 | |
| GraphSAGEFamily=GNN2026.06 | 57.78 | 12.2 | 47.29 |