Node Classification on Cite semi-supervised
75.25AccuracyMH-Aug
Evaluation Results
| Method | Links | |
|---|---|---|
| MH-AugBackbone=SAGE2024.05 | 75.25 | |
| IntraMixBackbone=APPNP2024.05 | 75.25 | |
| NodeMixupBackbone=APPNP2024.05 | 75.12 | |
| LA-APPNPBackbone=APPNP2024.05 | 74.83 | |
| IntraMixBackbone=GCN2024.05 | 74.8 | |
| LA-GCNBackbone=GCN2024.05 | 74.7 | |
| GraphMixBackbone=GCN2024.05 | 74.55 | |
| MH-AugBackbone=APPNP2024.05 | 74.52 | |
| IntraMixBackbone=GAT2024.05 | 74.5 | |
| IntraMixBackbone=SAGE2024.05 | 74.37 | |
| NodeMixupBackbone=GAT2024.05 | 74.3 | |
| LA-SAGEBackbone=SAGE2024.05 | 74.16 | |
| NodeMixupBackbone=GCN2024.05 | 74.12 | |
| NodeMixupBackbone=SAGE2024.05 | 74.12 | |
| MH-AugBackbone=GCN2024.05 | 73.82 | |
| LA-GATBackbone=GAT2024.05 | 73.71 | |
| CODABackbone=GCN2024.05 | 73.48 | |
| MH-AugBackbone=GAT2024.05 | 73.44 | |
| CAT-E-MFlearning_setup=semi-supervised2021.02 | 73.24 | |
| CODABackbone=SAGE2024.05 | 73.24 | |
| CAT-I-MFlearning_setup=semi-supervised2021.02 | 73.22 | |
| CAT-I-SClearning_setup=semi-supervised2021.02 | 73.18 | |
| GraphMixBackbone=GAT2024.05 | 73.04 | |
| CAT-E-SClearning_setup=semi-supervised2021.02 | 73.02 | |
| CODABackbone=GAT2024.05 | 72.93 | |
| DropMessageBackbone=APPNP2024.05 | 72.65 | |
| SGFormer2023.06 | 72.6 | |
| NodeFormer2023.06 | 72.5 | |
| SIGN2023.06 | 72.4 | |
| APPNPlearning_setup=semi-supervised2021.02 | 72.38 | |
| GAT2023.06 | 72.1 | |
| GloGNN2023.06 | 72.1 | |
| SGC2023.06 | 71.9 | |
| DropMessageBackbone=GCN2024.05 | 71.83 | |
| OriginalBackbone=GAT2024.05 | 71.82 | |
| APPNP2023.06 | 71.8 | |
| GCNlearning_setup=semi-supervised2021.02 | 71.6 | |
| GCN2023.06 | 71.6 | |
| CPGNN2023.06 | 71.6 | |
| DropMessageBackbone=GAT2024.05 | 71.48 | |
| SGClearning_setup=semi-supervised2021.02 | 71.4 | |
| H2GCN2023.06 | 71.4 | |
| GAT-k-Laplearning_setup=semi-supervised2021.02 | 71.18 | |
| GraphSAGElearning_setup=semi-supervised2021.02 | 71.06 | |
| GraphMixBackbone=SAGE2024.05 | 70.97 | |
| GAT-NetMFlearning_setup=semi-supervised2021.02 | 70.94 | |
| JKNet2023.06 | 70.7 | |
| GATlearning_setup=semi-supervised2021.02 | 70.36 | |
| OriginalBackbone=GCN2024.05 | 70.3 | |
| OriginalBackbone=APPNP2024.05 | 70.3 | |
| GraphMixBackbone=APPNP2024.05 | 70.26 | |
| GraphTrans ULTRASMALLLayers=2, Heads=12023.06 | 70.2 | |
| ARMAlearning_setup=semi-supervised2021.02 | 70 | |
| GAT-Deeplearning_setup=semi-supervised2021.02 | 69.7 | |
| GraphTrans SMALLLayers=3, Heads=42023.06 | 69.5 | |
| OriginalBackbone=SAGE2024.05 | 68.09 | |
| GINlearning_setup=semi-supervised2021.02 | 66.9 | |
| JKNetlearning_setup=semi-supervised2021.02 | 65.88 | |
| Graphormer SMALLERLayers=3, Heads=82023.06 | 65.6 | |
| MoNetlearning_setup=semi-supervised2021.02 | 64.22 | |
| Graphormer ULTRASMALLLayers=2, Heads=12023.06 | 63.6 |