Node Classification on Cornell (48/32/20)
87.84Mean AccuracyFSGNN(8-HOP)
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| FSGNN(8-HOP)split=48%/32%/20%, random_splits=102023.06 | 87.84 | — | — | — | |
| ORDERED GNNsplit=48%/32%/20%, random_splits=102023.06 | 87.03 | — | — | — | |
| DJ-GNNsplit=48%/32%/20%, random_splits=102023.06 | 87.03 | — | — | — | |
| ACMII-GCN++split=48%/32%/20%, random_splits=102023.06 | 86.49 | — | — | — | |
| P2GNNdata split=48%/32%/20%2026.03 | 86.49 | — | — | 2 | |
| ASGCsplit=48%/32%/20%, random_splits=102023.06 | 86.22 | — | — | — | |
| Dual-Net GNNdata split=48%/32%/20%2026.03 | 86.08 | — | — | 5.9 | |
| Deformable GCN2021.12 | 85.95 | 2.71 | — | — | |
| GloGNN++data split=48%/32%/20%2026.03 | 85.95 | — | — | 4 | |
| GGCNsplit=48%/32%/20%, random_splits=102023.06 | 85.68 | — | — | — | |
| GGCNdata split=48%/32%/20%2026.03 | 85.68 | — | — | 5.4 | |
| ACM-GCNdata split=48%/32%/20%2026.03 | 85.14 | — | — | 5.8 | |
| HP-GMNdata split=48%/32%/20%2026.03 | 84.1 | — | — | 8.1 | |
| GRAFFsplit=48%/32%/20%, random_splits=102023.06 | 84.05 | — | — | — | |
| GloGNNdata split=48%/32%/20%2026.03 | 83.51 | — | — | 5.3 | |
| TDGNN-wNeighborhood layers=0, 2-62021.08 | 82.92 | — | 6.61 | — | |
| H2GCNsplit=48%/32%/20%, random_splits=102023.06 | 82.7 | — | — | — | |
| H2GCNdata split=48%/32%/20%2026.03 | 82.7 | — | — | 9 | |
| FGSAMModel=GraphSAGE2024.10 | 82.43 | — | — | — | |
| MLPsplit=48%/32%/20%, random_splits=102023.06 | 81.89 | — | — | — | |
| MLPdata split=48%/32%/20%2026.03 | 81.89 | — | — | 12.4 | |
| WRGATdata split=48%/32%/20%2026.03 | 81.62 | — | — | 8.3 | |
| FGSAM+Model=GraphSAGE2024.10 | 81.35 | — | — | — | |
| MLP2021.12 | 81.08 | 3.62 | — | — | |
| MixHop2021.12 | 81.08 | 4.61 | — | — | |
| MLPNeighborhood layers=02021.08 | 80.97 | — | 6.33 | — | |
| DAGNNNeighborhood layers=02021.08 | 80.97 | — | 6.33 | — | |
| TDGNN-sNeighborhood layers=02021.08 | 80.97 | — | 6.33 | — | |
| H2GCN2021.12 | 80.54 | 3.77 | — | — | |
| GPRGNNsplit=48%/32%/20%, random_splits=102023.06 | 80.27 | — | — | — | |
| GPR-GNNdata split=48%/32%/20%2026.03 | 80.27 | — | — | 11.3 | |
| ProtoGNNdata split=48%/32%/20%2026.03 | 79.27 | — | — | 11.5 | |
| SAMModel=GraphSAGE2024.10 | 78.92 | — | — | — | |
| AdamModel=GraphSAGE2024.10 | 78.11 | — | — | — | |
| GCNIIsplit=48%/32%/20%, random_splits=102023.06 | 77.86 | — | — | — | |
| GCNIIdata split=48%/32%/20%2026.03 | 77.86 | — | — | 9 | |
| LINKXsplit=48%/32%/20%, random_splits=102023.06 | 77.84 | — | — | — | |
| LINKXdata split=48%/32%/20%2026.03 | 77.84 | — | — | 11.4 | |
| GCNIINeighborhood layers=0-162021.08 | 76.7 | — | 5.4 | — | |
| GRAPHSAGEsplit=48%/32%/20%, random_splits=102023.06 | 75.95 | — | — | — | |
| APPNPNeighborhood layers=0-102021.08 | 74.59 | — | 5.11 | — | |
| MIXHOPsplit=48%/32%/20%, random_splits=102023.06 | 73.51 | — | — | — | |
| ChebyNet2021.12 | 72.97 | 4.61 | — | — | |
| FGSAM+Model=GCN2024.10 | 68.11 | — | — | — | |
| FGSAMModel=GCN2024.10 | 67.3 | — | — | — | |
| Geom-GCNNeighborhood layers=N/A2021.08 | 66.76 | — | 2.72 | — | |
| CGNNsplit=48%/32%/20%, random_splits=102023.06 | 66.22 | — | — | — | |
| FGSAM+Model=GAT2024.10 | 62.16 | — | — | — | |
| GATsplit=48%/32%/20%, random_splits=102023.06 | 61.89 | — | — | — | |
| FGSAMModel=GAT2024.10 | 61.89 | — | — | — | |
| GCNNeighborhood layers=0-22021.08 | 61.89 | — | 5.05 | — | |
| GATdata split=48%/32%/20%2026.03 | 61.89 | — | — | 13.4 | |
| AdamModel=GCN2024.10 | 61.08 | — | — | — | |
| Geom-GCN2021.12 | 60.54 | 3.55 | — | — | |
| GEOM-GCNsplit=48%/32%/20%, random_splits=102023.06 | 60.54 | — | — | — | |
| GCNsplit=48%/32%/20%, random_splits=102023.06 | 60.54 | — | — | — | |
| SGCNeighborhood layers=0-22021.08 | 60.54 | — | 3.67 | — | |
| GCNdata split=48%/32%/20%2026.03 | 60.54 | — | — | 13 | |
| GCN2021.12 | 60.27 | 2.37 | — | — | |
| SAMModel=GCN2024.10 | 60.27 | — | — | — | |
| GAT2021.12 | 59.46 | 1.58 | — | — | |
| SAMModel=GAT2024.10 | 59.46 | — | — | — | |
| JKNet2021.12 | 59.19 | 2.16 | — | — | |
| AdamModel=GAT2024.10 | 59.19 | — | — | — | |
| PAIRNORMsplit=48%/32%/20%, random_splits=102023.06 | 58.92 | — | — | — | |
| GATNeighborhood layers=0-22021.08 | 58.68 | — | 3.75 | — |