Node Classification on Citeseer (48/32/20)
78.02Mean Accuracy (%)GEOM-GCN
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| GEOM-GCNsplit=48%/32%/20%, random_splits=102023.06 | 78.02 | — | — | — | |
| Geom-GCNNeighborhood layers=0-22021.08 | 78.02 | — | 1.15 | — | |
| FGSAMModel=GCN2024.10 | 77.6 | — | — | — | |
| FGSAM+Model=GCN2024.10 | 77.52 | — | — | — | |
| P2GNNdata split=48%/32%/20%2026.03 | 77.51 | — | — | 2 | |
| DJ-GNNsplit=48%/32%/20%, random_splits=102023.06 | 77.5 | — | — | — | |
| Geom-GCN2021.12 | 77.48 | 0.87 | — | — | |
| GloGNNdata split=48%/32%/20%2026.03 | 77.41 | — | — | 5.3 | |
| FSGNN(8-HOP)split=48%/32%/20%, random_splits=102023.06 | 77.4 | — | — | — | |
| GCNIIsplit=48%/32%/20%, random_splits=102023.06 | 77.33 | — | — | — | |
| GCNIIdata split=48%/32%/20%2026.03 | 77.33 | — | — | 9 | |
| ACM-GCNdata split=48%/32%/20%2026.03 | 77.32 | — | — | 5.8 | |
| ORDERED GNNsplit=48%/32%/20%, random_splits=102023.06 | 77.31 | — | — | — | |
| GRAFFsplit=48%/32%/20%, random_splits=102023.06 | 77.3 | — | — | — | |
| SAMModel=GCN2024.10 | 77.3 | — | — | — | |
| AdamModel=GCN2024.10 | 77.25 | — | — | — | |
| GloGNN++data split=48%/32%/20%2026.03 | 77.22 | — | — | 4 | |
| FGSAM+Model=GraphSAGE2024.10 | 77.21 | — | — | — | |
| GGCNsplit=48%/32%/20%, random_splits=102023.06 | 77.14 | — | — | — | |
| GGCNdata split=48%/32%/20%2026.03 | 77.14 | — | — | 5.4 | |
| GPRGNNsplit=48%/32%/20%, random_splits=102023.06 | 77.13 | — | — | — | |
| FGSAMModel=GraphSAGE2024.10 | 77.13 | — | — | — | |
| GPR-GNNdata split=48%/32%/20%2026.03 | 77.13 | — | — | 11.3 | |
| ACMII-GCN++split=48%/32%/20%, random_splits=102023.06 | 77.12 | — | — | — | |
| H2GCNsplit=48%/32%/20%, random_splits=102023.06 | 77.11 | — | — | — | |
| H2GCNdata split=48%/32%/20%2026.03 | 77.11 | — | — | 9 | |
| FGSAM+Model=GAT2024.10 | 77.1 | — | — | — | |
| APPNPNeighborhood layers=0-102021.08 | 77.08 | — | 1.56 | — | |
| GCNIINeighborhood layers=0-642021.08 | 77.06 | — | 1.67 | — | |
| H2GCN2021.12 | 77.05 | 0.9 | — | — | |
| FGSAMModel=GAT2024.10 | 76.98 | — | — | — | |
| CGNNsplit=48%/32%/20%, random_splits=102023.06 | 76.91 | — | — | — | |
| Deformable GCN2021.12 | 76.83 | 1.15 | — | — | |
| WRGATdata split=48%/32%/20%2026.03 | 76.81 | — | — | 8.3 | |
| SAMModel=GAT2024.10 | 76.78 | — | — | — | |
| Dual-Net GNNdata split=48%/32%/20%2026.03 | 76.68 | — | — | 5.9 | |
| GCN2021.12 | 76.66 | 1.12 | — | — | |
| TDGNN-sNeighborhood layers=0-82021.08 | 76.64 | — | 1.54 | — | |
| TDGNN-wNeighborhood layers=0-22021.08 | 76.58 | — | 1.4 | — | |
| GATsplit=48%/32%/20%, random_splits=102023.06 | 76.55 | — | — | — | |
| GATdata split=48%/32%/20%2026.03 | 76.55 | — | — | 13.4 | |
| GAT2021.12 | 76.54 | 1 | — | — | |
| GCNsplit=48%/32%/20%, random_splits=102023.06 | 76.5 | — | — | — | |
| GCNdata split=48%/32%/20%2026.03 | 76.5 | — | — | 13 | |
| DAGNNNeighborhood layers=0-102021.08 | 76.47 | — | 1.54 | — | |
| SAMModel=GraphSAGE2024.10 | 76.44 | — | — | — | |
| AdamModel=GAT2024.10 | 76.37 | — | — | — | |
| GCNNeighborhood layers=0-22021.08 | 76.37 | — | 1.47 | — | |
| MIXHOPsplit=48%/32%/20%, random_splits=102023.06 | 76.26 | — | — | — | |
| ChebyNet2021.12 | 76.2 | 1.12 | — | — | |
| AdamModel=GraphSAGE2024.10 | 76.09 | — | — | — | |
| JKNet2021.12 | 76.05 | 1 | — | — | |
| GRAPHSAGEsplit=48%/32%/20%, random_splits=102023.06 | 76.04 | — | — | — | |
| SGCNeighborhood layers=0-22021.08 | 76.01 | — | 1.78 | — | |
| MixHop2021.12 | 75.86 | 1.2 | — | — | |
| GATNeighborhood layers=0-22021.08 | 75.55 | — | 1.32 | — | |
| MLPsplit=48%/32%/20%, random_splits=102023.06 | 74.02 | — | — | — | |
| MLPdata split=48%/32%/20%2026.03 | 74.02 | — | — | 12.4 | |
| MLPNeighborhood layers=02021.08 | 73.81 | — | 1.74 | — | |
| PAIRNORMsplit=48%/32%/20%, random_splits=102023.06 | 73.59 | — | — | — | |
| LINKXsplit=48%/32%/20%, random_splits=102023.06 | 73.19 | — | — | — | |
| LINKXdata split=48%/32%/20%2026.03 | 73.19 | — | — | 11.4 | |
| HP-GMNdata split=48%/32%/20%2026.03 | 73 | — | — | 8.1 | |
| MLP2021.12 | 72.86 | 1.42 | — | — | |
| ProtoGNNdata split=48%/32%/20%2026.03 | 72.71 | — | — | 11.5 | |
| ASGCsplit=48%/32%/20%, random_splits=102023.06 | 66.86 | — | — | — |