Node Classification on Walmart
75.22AccuracyWhole Dataset
Evaluation Results
| Method | Links | |
|---|---|---|
| Whole DatasetRatio (r)=100%2026.05 | 75.22 | |
| AHGCDDRatio (r)=1%2026.05 | 69.09 | |
| HealHGNN2026.02 | 68.22 | |
| AHGCDDRatio (r)=0.5%2026.05 | 67.92 | |
| ED-HNN2026.02 | 66.79 | |
| AHGCDD-XRatio (r)=1%2026.05 | 66.06 | |
| AllSetTransformer2026.02 | 65.46 | |
| KHGNN2026.02 | 65.17 | |
| AllDeepSets2026.02 | 64.55 | |
| AHGCDD-XRatio (r)=0.5%2026.05 | 63.67 | |
| PhenomNN2026.02 | 63.43 | |
| AHGCDDRatio (r)=0.1%2026.05 | 62.77 | |
| HCHA2026.02 | 62.35 | |
| HGNN2026.02 | 62 | |
| HerdingRatio (r)=1%2026.05 | 60.66 | |
| HG-Cond-NHLRatio (r)=1%2026.05 | 59.65 | |
| Deep-HGNN2026.02 | 58.64 | |
| AHGCDD-XRatio (r)=0.1%2026.05 | 57.66 | |
| HG-Cond-NHLRatio (r)=0.5%2026.05 | 56.73 | |
| HG-CondRatio (r)=1%2026.05 | 56.68 | |
| HerdingRatio (r)=0.5%2026.05 | 55.96 | |
| UniGCNII2026.02 | 54.45 | |
| RandomRatio (r)=1%2026.05 | 54.34 | |
| HG-CondRatio (r)=0.5%2026.05 | 54.13 | |
| K-CenterRatio (r)=1%2026.05 | 51.28 | |
| HNHN2026.02 | 51.18 | |
| RandomRatio (r)=0.5%2026.05 | 50.65 | |
| HGCPARatio (r)=1%2026.05 | 50.57 | |
| HG-CondRatio (r)=0.1%2026.05 | 50.31 | |
| HG-Cond-NHLRatio (r)=0.1%2026.05 | 50.27 | |
| HyperGCN2026.02 | 48.74 | |
| HGCPARatio (r)=0.5%2026.05 | 48.61 | |
| K-CenterRatio (r)=0.5%2026.05 | 47.88 | |
| HGCPARatio (r)=0.1%2026.05 | 47.55 | |
| HerdingRatio (r)=0.1%2026.05 | 47.4 | |
| RandomRatio (r)=0.1%2026.05 | 45.93 | |
| K-CenterRatio (r)=0.1%2026.05 | 45.03 |