Node classification on DBLP-CA
91.98AccuracyHealHGNN
Evaluation results
| Method | Links | |
|---|---|---|
| HealHGNN2026.02 | 91.98 | |
| ED-HNN2026.02 | 91.9 | |
| ED-HNNRank=32026.03 | 91.9 | |
| ED-HNNRank=62026.04 | 91.9 | |
| PhenomNN2026.02 | 91.86 | |
| Deep-HGNN2026.02 | 91.76 | |
| HND-LRank=12026.04 | 91.71 | |
| UniGCNII2026.02 | 91.69 | |
| UniGCNIIRank=62026.03 | 91.69 | |
| UniGCNIIRank=92026.04 | 91.69 | |
| HyperUFGRank=32026.04 | 91.67 | |
| SheafHyperGNN2026.02 | 91.59 | |
| HyperSheafletsRank=52026.04 | 91.58 | |
| AllSetTransformer2026.02 | 91.53 | |
| AllSetTransformerRank=52026.03 | 91.53 | |
| AllSetTransformerRank=82026.04 | 91.53 | |
| HND-NLRank=22026.04 | 91.29 | |
| AllDeepSets2026.02 | 91.27 | |
| AllDeepSetsRank=102026.03 | 91.27 | |
| AllDeepSetsRank=132026.04 | 91.27 | |
| KHGNN2026.02 | 91.21 | |
| RFHNDRank=12026.03 | 91.2 | |
| HGNN2026.02 | 91.03 | |
| HGNNRank=82026.03 | 91.03 | |
| HGNNRank=122026.04 | 91.03 | |
| HCHA2026.02 | 90.92 | |
| HCHARank=112026.03 | 90.92 | |
| HCHARank=142026.04 | 90.92 | |
| Whole DatasetRatio (r)=100%2026.05 | 90.75 | |
| HANRank=92026.03 | 90.17 | |
| HANRank=132026.04 | 90.17 | |
| HyperGCN2026.02 | 89.98 | |
| HNSDRank=112026.04 | 89.85 | |
| HyperGCNRank=132026.03 | 89.38 | |
| HyperGCNRank=162026.04 | 89.38 | |
| AHGCDDRatio (r)=1%2026.05 | 89.06 | |
| AHGCDDRatio (r)=0.5%2026.05 | 88.8 | |
| AHGCDD-XRatio (r)=1%2026.05 | 88.36 | |
| HG-CondRatio (r)=1%2026.05 | 88.3 | |
| AHGCDD-XRatio (r)=0.5%2026.05 | 88.14 | |
| HG-Cond-NHLRatio (r)=1%2026.05 | 88.08 | |
| HG-Cond-NHLRatio (r)=0.5%2026.05 | 87.68 | |
| HNHN2026.02 | 86.78 | |
| HNHNRank=122026.03 | 86.78 | |
| HNHNRank=152026.04 | 86.78 | |
| HG-CondRatio (r)=0.5%2026.05 | 86.66 | |
| AHGCDDRatio (r)=0.1%2026.05 | 86.37 | |
| AHGCDD-XRatio (r)=0.1%2026.05 | 86.34 | |
| HG-CondRatio (r)=0.1%2026.05 | 85.78 | |
| HG-Cond-NHLRatio (r)=0.1%2026.05 | 85.57 | |
| HGCPARatio (r)=1%2026.05 | 85.06 | |
| HGCPARatio (r)=0.5%2026.05 | 84.72 | |
| HerdingRatio (r)=1%2026.05 | 84.69 | |
| HGCPARatio (r)=0.1%2026.05 | 83.63 | |
| RandomRatio (r)=1%2026.05 | 82.34 | |
| HerdingRatio (r)=0.5%2026.05 | 80.17 | |
| RandomRatio (r)=0.5%2026.05 | 76.42 | |
| K-CenterRatio (r)=1%2026.05 | 76.27 | |
| K-CenterRatio (r)=0.5%2026.05 | 69.67 | |
| HerdingRatio (r)=0.1%2026.05 | 63.87 | |
| RandomRatio (r)=0.1%2026.05 | 60.38 | |
| K-CenterRatio (r)=0.1%2026.05 | 54.2 |