Node Classification on CoraFull (test)
55.86Final APMAS
Evaluation results
| Method | Links | |||||||
|---|---|---|---|---|---|---|---|---|
| MASincrement size k=102025.12 | 55.86 | — | — | — | — | — | — | |
| ALGNNincrement size k=12025.12 | 55.21 | — | — | — | — | — | — | |
| ALGNNincrement size k=52025.12 | 54.7 | — | — | — | — | — | — | |
| ALGNNincrement size k=102025.12 | 52.8 | — | — | — | — | — | — | |
| PIGNNincrement size k=102025.12 | 51.9 | — | — | — | — | — | — | |
| MASincrement size k=52025.12 | 49.63 | — | — | — | — | — | — | |
| CGNNincrement size k=102025.12 | 46.35 | — | — | — | — | — | — | |
| PIGNNincrement size k=52025.12 | 45.42 | — | — | — | — | — | — | |
| ERGNNincrement size k=12025.12 | 44.19 | — | — | — | — | — | — | |
| ERGNNincrement size k=102025.12 | 41.5 | — | — | — | — | — | — | |
| CGNNincrement size k=52025.12 | 39.67 | — | — | — | — | — | — | |
| EWCincrement size k=102025.12 | 36.19 | — | — | — | — | — | — | |
| TWPincrement size k=102025.12 | 30.96 | — | — | — | — | — | — | |
| Bareincrement size k=102025.12 | 30.92 | — | — | — | — | — | — | |
| GEMincrement size k=102025.12 | 30.58 | — | — | — | — | — | — | |
| LwFincrement size k=102025.12 | 30.21 | — | — | — | — | — | — | |
| ERGNNincrement size k=52025.12 | 28.53 | — | — | — | — | — | — | |
| EWCincrement size k=52025.12 | 26.6 | — | — | — | — | — | — | |
| CGNNincrement size k=12025.12 | 21.09 | — | — | — | — | — | — | |
| MASincrement size k=12025.12 | 18 | — | — | — | — | — | — | |
| GEMincrement size k=52025.12 | 17.33 | — | — | — | — | — | — | |
| CaTincrement size k=102025.12 | 17.3 | — | — | — | — | — | — | |
| Bareincrement size k=52025.12 | 17.08 | — | — | — | — | — | — | |
| TWPincrement size k=52025.12 | 17.04 | — | — | — | — | — | — | |
| LwFincrement size k=52025.12 | 15.5 | — | — | — | — | — | — | |
| PIGNNincrement size k=12025.12 | 12.03 | — | — | — | — | — | — | |
| CaTincrement size k=52025.12 | 10.29 | — | — | — | — | — | — | |
| CaTincrement size k=12025.12 | 3.88 | — | — | — | — | — | — | |
| Bareincrement size k=12025.12 | 3.7 | — | — | — | — | — | — | |
| TWPincrement size k=12025.12 | 3.24 | — | — | — | — | — | — | |
| EWCincrement size k=12025.12 | 2.92 | — | — | — | — | — | — | |
| GEMincrement size k=12025.12 | 2.78 | — | — | — | — | — | — | |
| LwFincrement size k=12025.12 | 2.78 | — | — | — | — | — | — | |
| APPNP2019.10 | — | 61.71 | 0.7 | — | — | — | — | |
| APSBackbone=GCN, Significance level (alpha)=0.12024.05 | — | — | — | — | 90 | 10.7 | 16.31 | |
| DAPSBackbone=GCN, Significance level (alpha)=0.12024.05 | — | — | — | — | 90 | 6.63 | 18.04 | |
| FAGCN2023.10 | — | — | — | 70.26 | — | — | — | |
| G-APPNP2019.10 | — | 63.19 | 0.84 | — | — | — | — | |
| G-GAT2019.10 | — | 63.42 | 0.38 | — | — | — | — | |
| G-GCN2019.10 | — | 61.2 | 0.37 | — | — | — | — | |
| G-Graphsage2019.10 | — | 60.99 | 0.71 | — | — | — | — | |
| GAT2019.10 | — | 62.65 | 0.44 | — | — | — | — | |
| GAT2023.10 | — | — | — | 64.62 | — | — | — | |
| GCN2019.10 | — | 59.44 | 1.02 | — | — | — | — | |
| GCN2023.10 | — | — | — | 61.88 | — | — | — | |
| GloGNN2023.10 | — | — | — | 67.35 | — | — | — | |
| GPRGNN2023.10 | — | — | — | 67.56 | — | — | — | |
| Graphsage2019.10 | — | 59.21 | 0.59 | — | — | — | — | |
| NodeFormer2023.10 | — | — | — | 61.82 | — | — | — | |
| RAPSBackbone=GCN, Significance level (alpha)=0.12024.05 | — | — | — | — | 90 | 5.5 | 1.87 | |
| SGC2023.10 | — | — | — | 63.16 | — | — | — | |
| SignGT2023.10 | — | — | — | 70.73 | — | — | — | |
| SNAPSBackbone=GCN, Significance level (alpha)=0.12024.05 | — | — | — | — | 90 | 5.48 | 15.92 | |
| Specformer2023.10 | — | — | — | 66.58 | — | — | — |