Node Classification on Cora (48/32/20)
88.7Mean AccuracyFGSAM+
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| FGSAM+Model=GAT2024.10 | 88.7 | — | — | |
| FGSAMModel=GAT2024.10 | 88.6 | — | — | |
| SAMModel=GAT2024.10 | 88.49 | — | — | |
| DJ-GNNsplit=48%/32%/20%, random_splits=102023.06 | 88.43 | — | — | |
| SAMModel=GCN2024.10 | 88.42 | — | — | |
| GCNIIsplit=48%/32%/20%, random_splits=102023.06 | 88.37 | — | — | |
| ORDERED GNNsplit=48%/32%/20%, random_splits=102023.06 | 88.37 | — | — | |
| AdamModel=GCN2024.10 | 88.36 | — | — | |
| FGSAMModel=GCN2024.10 | 88.36 | — | — | |
| FGSAMModel=GraphSAGE2024.10 | 88.36 | — | — | |
| FGSAM+Model=GCN2024.10 | 88.32 | — | — | |
| AdamModel=GAT2024.10 | 88.32 | — | — | |
| GCNIITraining Setting=Full-supervised, Neighborhood layers=0-642021.08 | 88.27 | — | 1.31 | |
| TDGNN-sTraining Setting=Full-supervised, Neighborhood layers=0-42021.08 | 88.26 | — | 1.32 | |
| ACMII-GCN++split=48%/32%/20%, random_splits=102023.06 | 88.25 | — | — | |
| FGSAM+Model=GraphSAGE2024.10 | 88.16 | — | — | |
| GRAFFsplit=48%/32%/20%, random_splits=102023.06 | 88.01 | — | — | |
| TDGNN-wTraining Setting=Full-supervised, Neighborhood layers=0-52021.08 | 88.01 | — | 1.32 | |
| GGCNsplit=48%/32%/20%, random_splits=102023.06 | 87.95 | — | — | |
| GPRGNNsplit=48%/32%/20%, random_splits=102023.06 | 87.95 | — | — | |
| FSGNN(8-HOP)split=48%/32%/20%, random_splits=102023.06 | 87.93 | — | — | |
| H2GCNsplit=48%/32%/20%, random_splits=102023.06 | 87.87 | — | — | |
| SAMModel=GraphSAGE2024.10 | 87.69 | — | — | |
| AdamModel=GraphSAGE2024.10 | 87.67 | — | — | |
| MIXHOPsplit=48%/32%/20%, random_splits=102023.06 | 87.61 | — | — | |
| H2GCN2021.12 | 87.48 | 0.93 | — | |
| Deformable GCN2021.12 | 87.48 | 0.82 | — | |
| GAT2021.12 | 87.46 | 0.77 | — | |
| GCN2021.12 | 87.44 | 0.83 | — | |
| GATTraining Setting=Full-supervised, Neighborhood layers=0-22021.08 | 87.3 | — | 1.01 | |
| DAGNNTraining Setting=Full-supervised, Neighborhood layers=0-102021.08 | 87.26 | — | 1.42 | |
| MixHop2021.12 | 87.2 | 0.85 | — | |
| MLPsplit=48%/32%/20%, random_splits=102023.06 | 87.16 | — | — | |
| JKNet2021.12 | 87.12 | 0.81 | — | |
| CGNNsplit=48%/32%/20%, random_splits=102023.06 | 87.1 | — | — | |
| SGCTraining Setting=Full-supervised, Neighborhood layers=0-22021.08 | 87.07 | — | 1.2 | |
| GCNsplit=48%/32%/20%, random_splits=102023.06 | 86.98 | — | — | |
| GCNTraining Setting=Full-supervised, Neighborhood layers=0-22021.08 | 86.97 | — | 1.32 | |
| GRAPHSAGEsplit=48%/32%/20%, random_splits=102023.06 | 86.9 | — | — | |
| APPNPTraining Setting=Full-supervised, Neighborhood layers=0-102021.08 | 86.76 | — | 1.74 | |
| GATsplit=48%/32%/20%, random_splits=102023.06 | 86.33 | — | — | |
| PAIRNORMsplit=48%/32%/20%, random_splits=102023.06 | 85.79 | — | — | |
| Geom-GCN2021.12 | 85.51 | 0.92 | — | |
| GEOM-GCNsplit=48%/32%/20%, random_splits=102023.06 | 85.35 | — | — | |
| Geom-GCNTraining Setting=Full-supervised, Neighborhood layers=0-22021.08 | 85.35 | — | 1.57 | |
| LINKXsplit=48%/32%/20%, random_splits=102023.06 | 84.64 | — | — | |
| ChebyNet2021.12 | 83.44 | 2.04 | — | |
| ASGCsplit=48%/32%/20%, random_splits=102023.06 | 77.52 | — | — | |
| MLPTraining Setting=Full-supervised, Neighborhood layers=02021.08 | 75.78 | — | 1.84 | |
| MLP2021.12 | 75.09 | 1.45 | — |