Node Classification on ACM (test)
96.72AccuracyGT
Evaluation Results
| Method | Links | |
|---|---|---|
| GTBackbone=GT (Graph Transformer), Defense=N/A2025.02 | 96.72 | |
| SignGT2023.10 | 95.45 | |
| NodeFormer2023.10 | 94.93 | |
| FAGCN2023.10 | 94.87 | |
| Specformer2023.10 | 94.54 | |
| GPRGNN2023.10 | 94.42 | |
| GAT2023.10 | 94.24 | |
| Whole DatasetBackbone=SeHGNN2026.07 | 94.18 | |
| GloGNN2023.10 | 94.07 | |
| HGC-RCRatio (r)=9.6%, Backbone=SeHGNN2026.07 | 93.46 | |
| SGC2023.10 | 93.15 | |
| Whole DatasetRatio (r)=100%2025.12 | 93.11 | |
| NARS2020.11 | 93.1 | |
| HGC-HerdRatio (r)=2.4%2025.12 | 93.01 | |
| HGC-HerdRatio (r)=9.6%2025.12 | 93.01 | |
| R-GCN2020.11 | 93 | |
| GCN2023.10 | 92.33 | |
| HAN2020.11 | 92.2 | |
| HGC-HerdRatio (r)=4.8%2025.12 | 92.07 | |
| HGT2020.11 | 91.9 | |
| SIGN2020.11 | 91.9 | |
| HGC-HerdRatio (r)=1.2%2025.12 | 91.88 | |
| HGC-RCRatio (r)=4.8%, Backbone=SeHGNN2026.07 | 91.74 | |
| HGC-RCRatio (r)=2.4%, Backbone=SeHGNN2026.07 | 91.26 | |
| HGC-RCRatio (r)=1.2%, Backbone=SeHGNN2026.07 | 90.76 | |
| GraphSAGEBackbone=GraphSAGE, Defense=N/A2025.02 | 90.75 | |
| GATBackbone=GAT, Defense=N/A2025.02 | 90.04 | |
| GINBackbone=GIN, Defense=N/A2025.02 | 88.3 | |
| HGCondRatio (r)=2.4%, Backbone=SeHGNN2026.07 | 88.21 | |
| HGCondRatio (r)=1.2%, Backbone=SeHGNN2026.07 | 87.41 | |
| HGCondRatio (r)=4.8%, Backbone=SeHGNN2026.07 | 84.35 | |
| HGCondRatio (r)=9.6%, Backbone=SeHGNN2026.07 | 84.21 | |
| K-Center-HGRatio (r)=9.6%, Backbone=SeHGNN2026.07 | 76.54 | |
| K-Center-HGRatio (r)=9.6%2025.12 | 75.68 | |
| Coarsening-HGRatio (r)=9.6%, Backbone=SeHGNN2026.07 | 71.88 | |
| Coarsening-HGRatio (r)=9.6%2025.12 | 70.91 | |
| GCPARatio (r)=4.8%, Backbone=SeHGNN2026.07 | 69.73 | |
| GCPARatio (r)=2.4%, Backbone=SeHGNN2026.07 | 69.71 | |
| K-Center-HGRatio (r)=4.8%2025.12 | 69.68 | |
| Coarsening-HGRatio (r)=4.8%, Backbone=SeHGNN2026.07 | 69.53 | |
| Coarsening-HGRatio (r)=4.8%2025.12 | 68.91 | |
| K-Center-HGRatio (r)=4.8%, Backbone=SeHGNN2026.07 | 68.72 | |
| GCPARatio (r)=1.2%, Backbone=SeHGNN2026.07 | 68.62 | |
| GCPARatio (r)=9.6%, Backbone=SeHGNN2026.07 | 68.61 | |
| Random-HGRatio (r)=9.6%2025.12 | 66.25 | |
| K-Center-HGRatio (r)=2.4%, Backbone=SeHGNN2026.07 | 66.23 | |
| Coarsening-HGRatio (r)=2.4%2025.12 | 65.56 | |
| GCondRatio (r)=9.6%2025.12 | 65.56 | |
| K-Center-HGRatio (r)=2.4%2025.12 | 65.45 | |
| Random-HGRatio (r)=9.6%, Backbone=SeHGNN2026.07 | 65.41 | |
| Coarsening-HGRatio (r)=2.4%, Backbone=SeHGNN2026.07 | 64.69 | |
| Coarsening-HGRatio (r)=1.2%2025.12 | 64.17 | |
| K-Center-HGRatio (r)=1.2%, Backbone=SeHGNN2026.07 | 63.54 | |
| Coarsening-HGRatio (r)=1.2%, Backbone=SeHGNN2026.07 | 63.29 | |
| K-Center-HGRatio (r)=1.2%2025.12 | 62.66 | |
| Random-HGRatio (r)=2.4%2025.12 | 61.18 | |
| Random-HGRatio (r)=4.8%, Backbone=SeHGNN2026.07 | 60.87 | |
| Random-HGRatio (r)=2.4%, Backbone=SeHGNN2026.07 | 60.12 | |
| Random-HGRatio (r)=4.8%2025.12 | 60.01 | |
| GCondRatio (r)=4.8%2025.12 | 56.12 | |
| Random-HGRatio (r)=1.2%, Backbone=SeHGNN2026.07 | 54.21 | |
| Random-HGRatio (r)=1.2%2025.12 | 53.37 | |
| GCondRatio (r)=4.8%, Backbone=SeHGNN2026.07 | 50.25 | |
| GCondRatio (r)=2.4%, Backbone=SeHGNN2026.07 | 48.59 | |
| GCondRatio (r)=2.4%2025.12 | 46.07 | |
| GCondRatio (r)=9.6%, Backbone=SeHGNN2026.07 | 45.36 | |
| GCondRatio (r)=1.2%, Backbone=SeHGNN2026.07 | 41.78 | |
| GCondRatio (r)=1.2%2025.12 | 41.17 |