Node Classification on Cora (Fixed)
88.05AccuracyFAGCN
Evaluation Results
| Method | Links | |
|---|---|---|
| FAGCN2021.09 | 88.05 | |
| ACMII-GCN2021.09 | 88.01 | |
| GPRGNN2021.09 | 87.95 | |
| ACM-GCN2021.09 | 87.91 | |
| H2GCN2021.09 | 87.87 | |
| ACM-SGC-2order=22021.09 | 87.69 | |
| ACMII-Snowball-2layers=22021.09 | 87.57 | |
| ACM-Snowball-2layers=22021.09 | 87.42 | |
| ACMII-Snowball-3layers=32021.09 | 87.16 | |
| ACM-Snowball-3layers=32021.09 | 87.1 | |
| ACM-SGC-1order=12021.09 | 86.9 | |
| GCNII*Layers of neighborhoods=0-642021.08 | 85.57 | |
| TDGNN-sLayers of neighborhoods=0-42021.08 | 85.35 | |
| Geom-GCN*2021.09 | 85.35 | |
| GAThidden dimension=128, number of heads=22026.03 | 85 | |
| CaCoSEhidden dimension=128, number of heads=22026.03 | 85 | |
| DAGNNLayers of neighborhoods=0-102021.08 | 84.88 | |
| TDGNN-wLayers of neighborhoods=0-42021.08 | 84.42 | |
| GCNhidden dimension=128, number of heads=22026.03 | 84.24 | |
| GTRhidden dimension=128, number of heads=22026.03 | 84.07 | |
| SDRFhidden dimension=128, number of heads=22026.03 | 84.04 | |
| BORFhidden dimension=128, number of heads=22026.03 | 83.68 | |
| FOSRhidden dimension=128, number of heads=22026.03 | 83.66 | |
| SAGEhidden dimension=128, number of heads=22026.03 | 83.6 | |
| SEGCN2018.09 | 83.5 | |
| APPNPLayers of neighborhoods=0-102021.08 | 83.34 | |
| GATLayers of neighborhoods=0-22021.08 | 83.1 | |
| GAT2018.09 | 83 | |
| GOKUhidden dimension=128, number of heads=22026.03 | 82.66 | |
| SGCLayers of neighborhoods=0-22021.08 | 82.63 | |
| GPNN2018.09 | 81.8 | |
| N-GCN2018.09 | 81.8 | |
| MoNet2018.09 | 81.7 | |
| FeaStNet2018.09 | 81.6 | |
| GCN2018.09 | 81.5 | |
| GCNLayers of neighborhoods=0-22021.08 | 81.5 | |
| GCN*implementation=own implementation2018.09 | 80.4 | |
| F-GCN2018.09 | 79 | |
| Bootstrap2018.09 | 78.4 | |
| DCNN2018.09 | 76.8 | |
| Graph-CNN2018.09 | 76.3 | |
| LASERhidden dimension=128, number of heads=22026.03 | 75.77 | |
| Planetoid2018.09 | 75.7 | |
| node2vec2018.09 | 74.9 | |
| LRGBhidden dimension=128, number of heads=22026.03 | 71.02 | |
| DeepWalk2018.09 | 67.2 | |
| DRhidden dimension=128, number of heads=22026.03 | 44.35 |