Node Classification on DBLP (Micro/Macro F1)
98.83Micro-F1NodeSketch
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| NodeSketchParameter Tuning Strategy=Tuned for each dataset2019.12 | 98.83 | 98.81 | |
| NetHashParameter Tuning Strategy=Tuned for each dataset2019.12 | 97.61 | 97.57 | |
| Oraclesetting=unsupervised graph domain adaptation2025.01 | 97.3 | 96.9 | |
| Oraclesetting=unsupervised graph domain adaptation2025.01 | 96.9 | 96.8 | |
| LMSPSmeta-path selection=searched2023.07 | 95.66 | 95.35 | |
| RpHGNNLearning Style=Pre-computation2023.10 | 95.55 | 95.23 | |
| SlotGAT2024.05 | 95.31 | 94.95 | |
| SlotGAT2023.07 | 95.31 | 94.95 | |
| SeHGNNLearning Style=Pre-computation2023.10 | 95.24 | 94.86 | |
| SeHGNN2023.07 | 95.24 | 94.86 | |
| PMMM2023.07 | 95.14 | 94.82 | |
| HINormerLearning Style=E2E2023.10 | 94.94 | 94.57 | |
| HINormer2023.07 | 94.94 | 94.57 | |
| SCHOOL2024.12 | 94.7 | 94 | |
| space4HGNN2024.05 | 94.63 | 94.24 | |
| space4HGNN2023.07 | 94.63 | 94.24 | |
| NARSLearning Style=Pre-computation2023.10 | 94.61 | 94.18 | |
| NARS2023.07 | 94.61 | 94.18 | |
| simpleHGN2024.05 | 94.46 | 94.01 | |
| Simple-HGNLearning Style=E2E2023.10 | 94.46 | 94.01 | |
| Simple-HGN2023.07 | 94.46 | 94.01 | |
| GraphMSE2023.07 | 94.44 | 94.08 | |
| HERO2024.12 | 94.4 | 93.8 | |
| DiffMG2023.07 | 94.2 | 94.01 | |
| DisenHAN2024.05 | 94.18 | 93.66 | |
| GTN2024.05 | 93.97 | 93.52 | |
| GTNLearning Style=E2E2023.10 | 93.97 | 93.52 | |
| GTN2023.07 | 93.97 | 93.52 | |
| LMSPSmeta-path selection=random2023.07 | 93.84 | 93.57 | |
| GAT2023.07 | 93.83 | 93.39 | |
| RSHN2024.05 | 93.81 | 93.34 | |
| RSHNLearning Style=E2E2023.10 | 93.81 | 93.34 | |
| RSHN2023.07 | 93.81 | 93.34 | |
| CPIM2024.12 | 93.8 | 93.2 | |
| MAGNN2024.05 | 93.76 | 93.28 | |
| MAGNNLearning Style=E2E2023.10 | 93.76 | 93.28 | |
| MAGNN2023.07 | 93.76 | 93.28 | |
| NetMFParameter Tuning Strategy=Tuned for each dataset2019.12 | 93.59 | 93.46 | |
| HGT2024.05 | 93.49 | 93.01 | |
| HGTLearning Style=E2E2023.10 | 93.49 | 93.01 | |
| HGT2023.07 | 93.49 | 93.01 | |
| HGMAE2024.12 | 93.4 | 92.9 | |
| GAT2024.05 | 93.39 | 93.83 | |
| GATLearning Style=E2E2023.10 | 93.39 | 93.83 | |
| INH-MF2019.12 | 93.27 | 93.16 | |
| Node2VecParameter Tuning Strategy=Tuned for each dataset2019.12 | 93.25 | 93.12 | |
| HGCML2024.12 | 93.2 | 91.9 | |
| GraphSAGELearning Style=E2E2023.10 | 93.06 | 92.53 | |
| DMGI2024.12 | 92.9 | 92.1 | |
| VERSEParameter Tuning Strategy=Tuned once for all datasets2019.12 | 92.79 | 92.66 | |
| HARP-DWalkMeta technique=HARP2019.12 | 92.66 | 92.53 | |
| HetGNN2024.05 | 92.33 | 91.76 | |
| HetGNNLearning Style=E2E2023.10 | 92.33 | 91.76 | |
| HetGNN2023.07 | 92.33 | 91.76 | |
| HDMI2024.12 | 92.2 | 91.3 | |
| GAT2024.12 | 92.1 | 91 | |
| RGCN2024.05 | 92.07 | 91.52 | |
| RGCNLearning Style=E2E2023.10 | 92.07 | 91.52 | |
| RGCN2023.07 | 92.07 | 91.52 | |
| HAN2024.05 | 92.05 | 91.67 | |
| HANLearning Style=E2E2023.10 | 92.05 | 91.67 | |
| HAN2023.07 | 92.05 | 91.67 | |
| HAN2024.12 | 92 | 91.2 | |
| DMGIattnattention=true2024.12 | 91.8 | 90.9 | |
| HGT2024.12 | 91.7 | 90.9 | |
| HeCo2024.12 | 91.6 | 91 | |
| HOPEParameter Tuning Strategy=Tuned for each dataset2019.12 | 91.47 | 91.3 | |
| GCN2024.05 | 91.47 | 90.84 | |
| GCNLearning Style=E2E2023.10 | 91.47 | 90.84 | |
| GCN2023.07 | 91.47 | 90.84 | |
| GraRepParameter Tuning Strategy=Tuned for each dataset2019.12 | 91.41 | 91.25 | |
| GCN2024.12 | 90.9 | 90.2 | |
| GPH2Labels=52026.02 | 90.36 | 89.66 | |
| DeepWalk2024.12 | 89.5 | 88.1 | |
| DAOCParameter Tuning Strategy=Parameter-free2019.12 | 89.24 | 89.03 | |
| GPH2Labels=32026.02 | 88.34 | 87.61 | |
| HEROLabels=52026.02 | 88.14 | 87.49 | |
| HARP-LINEMeta technique=HARP2019.12 | 88.07 | 87.84 | |
| HGPromptLabels=52026.02 | 88.07 | 87.05 | |
| DAORParameter Tuning Strategy=Parameter-free2019.12 | 87.86 | 87.64 | |
| HEROLabels=32026.02 | 87.66 | 86.91 | |
| Mp2vec2024.12 | 87.6 | 85.7 | |
| HGPromptLabels=32026.02 | 87.27 | 86.03 | |
| LINE2019.12 | 86.83 | 86.54 | |
| HGMAELabels=52026.02 | 85.54 | 84.9 | |
| HeCoLabels=52026.02 | 83.86 | 83.31 | |
| DeepWalkParameter Tuning Strategy=Tuned once for all datasets2019.12 | 83.46 | 83.16 | |
| HGMAELabels=32026.02 | 82.16 | 80.71 | |
| GGDA-GCNsetting=unsupervised graph domain adaptation2025.01 | 81.6 | 80.7 | |
| GGDA-GATsetting=unsupervised graph domain adaptation2025.01 | 81.5 | 80.3 | |
| HetSANN2024.05 | 80.56 | 78.55 | |
| HetSANNLearning Style=E2E2023.10 | 80.56 | 78.55 | |
| HetSANN2023.07 | 80.56 | 78.55 | |
| TDSSsetting=unsupervised graph domain adaptation2025.01 | 80.2 | 77.4 | |
| ACDNEsetting=unsupervised graph domain adaptation2025.01 | 79.2 | 77.1 | |
| ASNsetting=unsupervised graph domain adaptation2025.01 | 78.1 | 74.1 | |
| HeCoLabels=32026.02 | 77.55 | 76.07 | |
| GGDA-GATsetting=unsupervised graph domain adaptation2025.01 | 77.4 | 75.9 | |
| A2GNNsetting=unsupervised graph domain adaptation2025.01 | 76.5 | 77.8 | |
| GGDA-SAGEsetting=unsupervised graph domain adaptation2025.01 | 76.3 | 76 |