Node Classification on Aminer
86.8Micro F1SCHOOL
Evaluation results
| Method | Links | ||
|---|---|---|---|
| SCHOOL2024.12 | 86.8 | 77.5 | |
| HERO2024.12 | 84.5 | 75.1 | |
| HGMAE2024.12 | 80.3 | 72.3 | |
| HeCo2024.12 | 78.6 | 71.8 | |
| ADAlign2026.02 | 78.06 | — | |
| HGCML2024.12 | 76.3 | 70.5 | |
| A2GNN2026.02 | 75.94 | — | |
| CPIM2024.12 | 75.8 | 70.1 | |
| UDAGCN2026.02 | 74.66 | — | |
| TDSS2026.02 | 74.04 | — | |
| DGSDA2026.02 | 73.71 | — | |
| GAA2026.02 | 73.32 | — | |
| HAN2024.12 | 72.8 | 65.3 | |
| HGDA2026.02 | 72.18 | — | |
| HDMI2024.12 | 71.7 | 65.9 | |
| GCN2024.12 | 71.5 | 64.5 | |
| HGT2024.12 | 71 | 64.5 | |
| GAT2024.12 | 70.6 | 63.8 | |
| SA-GDA2026.02 | 70.36 | — | |
| GraphAlign2026.02 | 68.81 | — | |
| GRADE2026.02 | 68.17 | — | |
| DMGI2024.12 | 67.6 | 63.8 | |
| DMGIattnattention=true2024.12 | 66.8 | 62.4 | |
| AdaGCN2026.02 | 66.72 | — | |
| Mp2vec2024.12 | 65.3 | 58.7 | |
| GCN2026.02 | 65.05 | — | |
| GIN2026.02 | 64.69 | — | |
| DANE2026.02 | 62.41 | — | |
| GAT2026.02 | 60.29 | — | |
| DeepWalk2024.12 | 59.7 | 54.7 | |
| StruRW2026.02 | 59.63 | — | |
| PairAlign2026.02 | 59.58 | — | |
| HetGPTLabels=52026.02 | 46.57 | 19.94 | |
| GPH2Labels=32026.02 | 45.98 | 33.88 | |
| GPH2Labels=52026.02 | 37.57 | 33.55 | |
| HetGPTLabels=32026.02 | 37.12 | 20.09 | |
| HGMAELabels=52026.02 | 35.88 | 30.6 | |
| HGMAELabels=32026.02 | 34.91 | 28.33 | |
| HGPromptLabels=52026.02 | 34.01 | 28.83 | |
| HGPromptLabels=32026.02 | 30.2 | 25.99 | |
| DMGILabels=32026.02 | 29.93 | 28.73 | |
| HeCoLabels=32026.02 | 29.93 | 24.48 | |
| HEROLabels=52026.02 | 29.5 | 24.08 | |
| HeCoLabels=52026.02 | 29.24 | 24.58 | |
| HEROLabels=32026.02 | 26.87 | 24.14 | |
| DMGILabels=52026.02 | 26.73 | 24.02 | |
| CHoEUpstream=ACM, Shot-count=5-shot2026.05 | — | 53.87 | |
| CHoEUpstream=DBLP, Shot-count=5-shot2026.05 | — | 47.41 | |
| CHoEUpstream=Aminer, Shot-count=5-shot2026.05 | — | 53.43 | |
| CHoEUpstream=Freebase, Shot-count=5-shot2026.05 | — | 54.39 | |
| HetGPTUpstream=ACM, Shot-count=5-shot2026.05 | — | 20.74 | |
| HetGPTUpstream=DBLP, Shot-count=5-shot2026.05 | — | 21.26 | |
| HetGPTUpstream=Aminer, Shot-count=5-shot2026.05 | — | 19.79 | |
| HetGPTUpstream=Freebase, Shot-count=5-shot2026.05 | — | 19.81 | |
| HGMAEUpstream=ACM, Shot-count=5-shot2026.05 | — | 24.27 | |
| HGMAEUpstream=DBLP, Shot-count=5-shot2026.05 | — | 26.22 | |
| HGMAEUpstream=Aminer, Shot-count=5-shot2026.05 | — | 27.66 | |
| HGMAEUpstream=Freebase, Shot-count=5-shot2026.05 | — | 26.93 | |
| HGPromptUpstream=ACM, Shot-count=5-shot2026.05 | — | 29.56 | |
| HGPromptUpstream=DBLP, Shot-count=5-shot2026.05 | — | 26.77 | |
| HGPromptUpstream=Aminer, Shot-count=5-shot2026.05 | — | 31.17 | |
| HGPromptUpstream=Freebase, Shot-count=5-shot2026.05 | — | 26.85 |