Node Classification on Wisconsin (48/32/20)
92.54Mean AccuracyDJ-GNN
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| DJ-GNNsplit=48%/32%/20%, random_splits=102023.06 | 92.54 | — | — | — | |
| GRAFFsplit=48%/32%/20%, random_splits=102023.06 | 88.83 | — | — | — | |
| ACMII-GCN++split=48%/32%/20%, random_splits=102023.06 | 88.43 | — | — | — | |
| ACM-GCNdata split=48%/32%/20%2026.03 | 88.43 | — | — | 5.8 | |
| P2GNNdata split=48%/32%/20%2026.03 | 88.43 | — | — | 2 | |
| ORDERED GNNsplit=48%/32%/20%, random_splits=102023.06 | 88.04 | — | — | — | |
| GloGNN++data split=48%/32%/20%2026.03 | 88.04 | — | — | 4 | |
| FSGNN(8-HOP)split=48%/32%/20%, random_splits=102023.06 | 87.84 | — | — | — | |
| H2GCNsplit=48%/32%/20%, random_splits=102023.06 | 87.65 | — | — | — | |
| H2GCNdata split=48%/32%/20%2026.03 | 87.65 | — | — | 9 | |
| Deformable GCN2021.12 | 87.06 | 2.16 | — | — | |
| GloGNNdata split=48%/32%/20%2026.03 | 87.06 | — | — | 5.3 | |
| WRGATdata split=48%/32%/20%2026.03 | 86.98 | — | — | 8.3 | |
| Dual-Net GNNdata split=48%/32%/20%2026.03 | 86.96 | — | — | 5.9 | |
| GGCNsplit=48%/32%/20%, random_splits=102023.06 | 86.86 | — | — | — | |
| GGCNdata split=48%/32%/20%2026.03 | 86.86 | — | — | 5.4 | |
| H2GCN2021.12 | 86.67 | 2.18 | — | — | |
| HP-GMNdata split=48%/32%/20%2026.03 | 86.51 | — | — | 8.1 | |
| FGSAMModel=GraphSAGE2024.10 | 86.47 | — | — | — | |
| FGSAM+Model=GraphSAGE2024.10 | 86.47 | — | — | — | |
| ProtoGNNdata split=48%/32%/20%2026.03 | 86.07 | — | — | 11.5 | |
| ASGCsplit=48%/32%/20%, random_splits=102023.06 | 86.06 | — | — | — | |
| TDGNN-wNeighborhood layers=0, 3-52021.08 | 85.57 | — | 3.78 | — | |
| TDGNN-sNeighborhood layers=0, 4-52021.08 | 85.47 | — | 3.88 | — | |
| MLPNeighborhood layers=02021.08 | 85.38 | — | 3.95 | — | |
| DAGNNNeighborhood layers=02021.08 | 85.38 | — | 3.95 | — | |
| MLPsplit=48%/32%/20%, random_splits=102023.06 | 85.29 | — | — | — | |
| MLPdata split=48%/32%/20%2026.03 | 85.29 | — | — | 12.4 | |
| MixHop2021.12 | 85.1 | 2.57 | — | — | |
| MLP2021.12 | 84.9 | 1.82 | — | — | |
| AdamModel=GraphSAGE2024.10 | 84.51 | — | — | — | |
| SAMModel=GraphSAGE2024.10 | 84.31 | — | — | — | |
| GPRGNNsplit=48%/32%/20%, random_splits=102023.06 | 82.94 | — | — | — | |
| GPR-GNNdata split=48%/32%/20%2026.03 | 82.94 | — | — | 11.3 | |
| GRAPHSAGEsplit=48%/32%/20%, random_splits=102023.06 | 81.18 | — | — | — | |
| APPNPNeighborhood layers=0-102021.08 | 81.1 | — | 2.93 | — | |
| GCNIINeighborhood layers=0-162021.08 | 80.94 | — | 4.94 | — | |
| GCNIIsplit=48%/32%/20%, random_splits=102023.06 | 80.39 | — | — | — | |
| GCNIIdata split=48%/32%/20%2026.03 | 80.39 | — | — | 9 | |
| ChebyNet2021.12 | 77.84 | 3.29 | — | — | |
| MIXHOPsplit=48%/32%/20%, random_splits=102023.06 | 75.88 | — | — | — | |
| LINKXsplit=48%/32%/20%, random_splits=102023.06 | 75.49 | — | — | — | |
| LINKXdata split=48%/32%/20%2026.03 | 75.49 | — | — | 11.4 | |
| CGNNsplit=48%/32%/20%, random_splits=102023.06 | 74.31 | — | — | — | |
| Geom-GCN2021.12 | 64.51 | 2.53 | — | — | |
| GEOM-GCNsplit=48%/32%/20%, random_splits=102023.06 | 64.51 | — | — | — | |
| GAT2021.12 | 64.31 | 3.48 | — | — | |
| Geom-GCNNeighborhood layers=N/A2021.08 | 64.12 | — | 7.32 | — | |
| GCN2021.12 | 62.94 | 4.19 | — | — | |
| JKNet2021.12 | 60.78 | 3.29 | — | — | |
| FGSAMModel=GAT2024.10 | 59.41 | — | — | — | |
| FGSAM+Model=GAT2024.10 | 58.04 | — | — | — | |
| FGSAMModel=GCN2024.10 | 55.69 | — | — | — | |
| AdamModel=GAT2024.10 | 55.49 | — | — | — | |
| AdamModel=GCN2024.10 | 55.29 | — | — | — | |
| SAMModel=GAT2024.10 | 55.29 | — | — | — | |
| GATNeighborhood layers=0-22021.08 | 55.29 | — | 4.09 | — | |
| FGSAM+Model=GCN2024.10 | 54.71 | — | — | — | |
| SAMModel=GCN2024.10 | 54.51 | — | — | — | |
| SGCNeighborhood layers=0-22021.08 | 53.49 | — | 5.13 | — | |
| GCNNeighborhood layers=0-22021.08 | 53.14 | — | 6.25 | — | |
| GCNsplit=48%/32%/20%, random_splits=102023.06 | 51.76 | — | — | — | |
| GCNdata split=48%/32%/20%2026.03 | 51.76 | — | — | 13 | |
| GATsplit=48%/32%/20%, random_splits=102023.06 | 49.41 | — | — | — | |
| GATdata split=48%/32%/20%2026.03 | 49.41 | — | — | 13.4 | |
| PAIRNORMsplit=48%/32%/20%, random_splits=102023.06 | 48.43 | — | — | — |