Node Classification on CiteSeer (fixed split)
73.4AccuracySEGCN
Evaluation results
| Method | Links | |
|---|---|---|
| SEGCN2018.09 | 73.4 | |
| GAT2018.09 | 72.5 | |
| F-GCN2018.09 | 72.3 | |
| AGNNInput=YL, X, G2018.03 | 71.7 | |
| N-GCN2018.09 | 71 | |
| GLNInput=YL, X, G2018.03 | 70.9 | |
| GCNInput=YL, X, G2018.03 | 70.3 | |
| GCN2018.09 | 70.3 | |
| GCN*implementation=own implementation2018.09 | 69.9 | |
| GPNN2018.09 | 69.7 | |
| CaCoSEhidden dimension=128, number of heads=22026.03 | 69.42 | |
| GTRhidden dimension=128, number of heads=22026.03 | 69.15 | |
| ICAInput=YL, X, G2018.03 | 69.1 | |
| GCNhidden dimension=128, number of heads=22026.03 | 69.1 | |
| GAThidden dimension=128, number of heads=22026.03 | 67.94 | |
| SAGEhidden dimension=128, number of heads=22026.03 | 67.76 | |
| SDRFhidden dimension=128, number of heads=22026.03 | 67.42 | |
| FOSRhidden dimension=128, number of heads=22026.03 | 67.24 | |
| BORFhidden dimension=128, number of heads=22026.03 | 67.08 | |
| GOKUhidden dimension=128, number of heads=22026.03 | 66.08 | |
| PlanetoidInput=YL, X, G2018.03 | 64.7 | |
| Planetoid2018.09 | 64.7 | |
| LASERhidden dimension=128, number of heads=22026.03 | 64.26 | |
| Multilayer PerceptronInput=YL, XL2018.03 | 64 | |
| T-SVMInput=YL, X2018.03 | 64 | |
| ManiRegInput=YL, X, G2018.03 | 60.1 | |
| SemiEmbInput=YL, X, G2018.03 | 59.6 | |
| LRGBhidden dimension=128, number of heads=22026.03 | 57.58 | |
| Singlelayer PerceptronInput=YL, XL2018.03 | 57.2 | |
| node2vecInput=YL, G2018.03 | 54.7 | |
| node2vec2018.09 | 54.7 | |
| BootstrapInput=YL, X, G2018.03 | 53.6 | |
| Bootstrap2018.09 | 53.6 | |
| LPInput=YL, X, G2018.03 | 45.3 | |
| DeepWalkInput=YL, G2018.03 | 43.2 | |
| DeepWalk2018.09 | 43.2 | |
| DRhidden dimension=128, number of heads=22026.03 | 24.9 |