Node Classification on Pubmed (48/32/20)
90.26Mean AccuracyGCNII
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| GCNIINeighborhood layers=0-642021.08 | 90.26 | — | 0.41 | |
| Geom-GCNNeighborhood layers=N/A2021.08 | 89.95 | — | 0.47 | |
| FGSAMModel=GraphSAGE2024.10 | 89.75 | — | — | |
| FGSAM+Model=GraphSAGE2024.10 | 89.71 | — | — | |
| Geom-GCN2021.12 | 89.51 | 0.33 | — | |
| Deformable GCN2021.12 | 89.49 | 0.29 | — | |
| H2GCN2021.12 | 89.38 | 0.26 | — | |
| FGSAMModel=GCN2024.10 | 89.36 | — | — | |
| SAMModel=GraphSAGE2024.10 | 89.25 | — | — | |
| TDGNN-wNeighborhood layers=0-12021.08 | 89.22 | — | 0.41 | |
| ChebyNet2021.12 | 89.16 | 0.3 | — | |
| AdamModel=GraphSAGE2024.10 | 89.15 | — | — | |
| FGSAM+Model=GCN2024.10 | 89.13 | — | — | |
| TDGNN-sNeighborhood layers=0-12021.08 | 89.13 | — | 0.39 | |
| MixHop2021.12 | 89.02 | 0.26 | — | |
| SAMModel=GCN2024.10 | 88.79 | — | — | |
| AdamModel=GCN2024.10 | 88.71 | — | — | |
| JKNet2021.12 | 88.64 | 0.34 | — | |
| APPNPNeighborhood layers=0-102021.08 | 88.45 | — | 0.42 | |
| GCNNeighborhood layers=0-22021.08 | 88.19 | — | 0.48 | |
| FGSAM+Model=GAT2024.10 | 87.74 | — | — | |
| FGSAMModel=GAT2024.10 | 87.63 | — | — | |
| MLP2021.12 | 87.62 | 0.19 | — | |
| GCN2021.12 | 87.59 | 0.36 | — | |
| DAGNNNeighborhood layers=0-202021.08 | 87.49 | — | 0.63 | |
| AdamModel=GAT2024.10 | 87.48 | — | — | |
| SAMModel=GAT2024.10 | 87.24 | — | — | |
| MLPNeighborhood layers=02021.08 | 86.9 | — | 0.37 | |
| GAT2021.12 | 86.55 | 0.34 | — | |
| GATNeighborhood layers=0-22021.08 | 85.33 | — | 0.48 | |
| SGCNeighborhood layers=0-22021.08 | 85.11 | — | 0.52 |