Node Classification on Texas (48/32/20)
92.43Mean AccuracyDJ-GNN
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| DJ-GNNsplit=48%/32%/20%, random_splits=102023.06 | 92.43 | — | — | — | |
| P2GNNdata split=48%/32%/20%2026.03 | 88.65 | — | — | 2 | |
| GRAFFsplit=48%/32%/20%, random_splits=102023.06 | 88.38 | — | — | — | |
| ACMII-GCN++split=48%/32%/20%, random_splits=102023.06 | 88.38 | — | — | — | |
| ACM-GCNdata split=48%/32%/20%2026.03 | 87.84 | — | — | 5.8 | |
| FSGNN(8-HOP)split=48%/32%/20%, random_splits=102023.06 | 87.3 | — | — | — | |
| ORDERED GNNsplit=48%/32%/20%, random_splits=102023.06 | 86.22 | — | — | — | |
| ASGCsplit=48%/32%/20%, random_splits=102023.06 | 85.14 | — | — | — | |
| HP-GMNdata split=48%/32%/20%2026.03 | 85.1 | — | — | 8.1 | |
| GGCNsplit=48%/32%/20%, random_splits=102023.06 | 84.86 | — | — | — | |
| H2GCNsplit=48%/32%/20%, random_splits=102023.06 | 84.86 | — | — | — | |
| H2GCNdata split=48%/32%/20%2026.03 | 84.86 | — | — | 9 | |
| GGCNdata split=48%/32%/20%2026.03 | 84.86 | — | — | 5.4 | |
| Dual-Net GNNdata split=48%/32%/20%2026.03 | 84.59 | — | — | 5.9 | |
| Deformable GCN2021.12 | 84.32 | 3.42 | — | — | |
| GloGNNdata split=48%/32%/20%2026.03 | 84.32 | — | — | 5.3 | |
| GloGNN++data split=48%/32%/20%2026.03 | 84.05 | — | — | 4 | |
| MixHop2021.12 | 83.78 | 3.35 | — | — | |
| WRGATdata split=48%/32%/20%2026.03 | 83.62 | — | — | 8.3 | |
| TDGNN-wNeighborhood layers=0, 22021.08 | 83 | — | 4.5 | — | |
| TDGNN-sNeighborhood layers=0, 4-52021.08 | 82.95 | — | 4.59 | — | |
| GRAPHSAGEsplit=48%/32%/20%, random_splits=102023.06 | 82.43 | — | — | — | |
| MLP2021.12 | 82.16 | 2.64 | — | — | |
| H2GCN2021.12 | 82.16 | 4.12 | — | — | |
| FGSAMModel=GraphSAGE2024.10 | 81.35 | — | — | — | |
| MLPNeighborhood layers=02021.08 | 81.32 | — | 4.19 | — | |
| DAGNNNeighborhood layers=02021.08 | 81.32 | — | 4.19 | — | |
| ProtoGNNdata split=48%/32%/20%2026.03 | 81.08 | — | — | 11.5 | |
| MLPsplit=48%/32%/20%, random_splits=102023.06 | 80.81 | — | — | — | |
| MLPdata split=48%/32%/20%2026.03 | 80.81 | — | — | 12.4 | |
| SAMModel=GraphSAGE2024.10 | 80.27 | — | — | — | |
| FGSAM+Model=GraphSAGE2024.10 | 79.46 | — | — | — | |
| GPRGNNsplit=48%/32%/20%, random_splits=102023.06 | 78.38 | — | — | — | |
| AdamModel=GraphSAGE2024.10 | 78.38 | — | — | — | |
| GPR-GNNdata split=48%/32%/20%2026.03 | 78.38 | — | — | 11.3 | |
| MIXHOPsplit=48%/32%/20%, random_splits=102023.06 | 77.84 | — | — | — | |
| GCNIIsplit=48%/32%/20%, random_splits=102023.06 | 77.57 | — | — | — | |
| GCNIIdata split=48%/32%/20%2026.03 | 77.57 | — | — | 9 | |
| GCNIINeighborhood layers=0-322021.08 | 77.08 | — | 5.84 | — | |
| ChebyNet2021.12 | 76.49 | 3.45 | — | — | |
| LINKXsplit=48%/32%/20%, random_splits=102023.06 | 74.6 | — | — | — | |
| LINKXdata split=48%/32%/20%2026.03 | 74.6 | — | — | 11.4 | |
| APPNPNeighborhood layers=0-102021.08 | 74.3 | — | 4.74 | — | |
| CGNNsplit=48%/32%/20%, random_splits=102023.06 | 71.35 | — | — | — | |
| DRhidden dimension=128, number of heads=22026.03 | 69.45 | — | — | — | |
| Geom-GCN2021.12 | 68.11 | 3.04 | — | — | |
| GEOM-GCNsplit=48%/32%/20%, random_splits=102023.06 | 66.76 | — | — | — | |
| FGSAMModel=GAT2024.10 | 65.95 | — | — | — | |
| FGSAM+Model=GAT2024.10 | 64.86 | — | — | — | |
| Geom-GCNNeighborhood layers=N/A2021.08 | 64.51 | — | 3.66 | — | |
| GCN2021.12 | 64.32 | 2.6 | — | — | |
| FGSAMModel=GCN2024.10 | 63.24 | — | — | — | |
| JKNet2021.12 | 62.97 | 5.18 | — | — | |
| SAMModel=GCN2024.10 | 62.7 | — | — | — | |
| AdamModel=GAT2024.10 | 62.16 | — | — | — | |
| SAMModel=GAT2024.10 | 62.16 | — | — | — | |
| AdamModel=GCN2024.10 | 61.89 | — | — | — | |
| FGSAM+Model=GCN2024.10 | 61.62 | — | — | — | |
| GAT2021.12 | 60.81 | 4.62 | — | — | |
| PAIRNORMsplit=48%/32%/20%, random_splits=102023.06 | 60.27 | — | — | — | |
| GATNeighborhood layers=0-22021.08 | 58.68 | — | 4.64 | — | |
| GCNNeighborhood layers=0-22021.08 | 58.57 | — | 3.57 | — | |
| SGCNeighborhood layers=0-22021.08 | 58.38 | — | 6.63 | — | |
| LRGBhidden dimension=128, number of heads=22026.03 | 57.36 | — | — | — | |
| SAGEhidden dimension=128, number of heads=22026.03 | 56.05 | — | — | — | |
| GCNsplit=48%/32%/20%, random_splits=102023.06 | 55.14 | — | — | — | |
| GCNdata split=48%/32%/20%2026.03 | 55.14 | — | — | 13 | |
| CaCoSEhidden dimension=128, number of heads=22026.03 | 54.47 | — | — | — | |
| BORFhidden dimension=128, number of heads=22026.03 | 54.21 | — | — | — | |
| SDRFhidden dimension=128, number of heads=22026.03 | 52.63 | — | — | — | |
| GAThidden dimension=128, number of heads=22026.03 | 52.37 | — | — | — | |
| FOSRhidden dimension=128, number of heads=22026.03 | 52.37 | — | — | — | |
| GTRhidden dimension=128, number of heads=22026.03 | 52.37 | — | — | — | |
| GCNhidden dimension=128, number of heads=22026.03 | 52.36 | — | — | — | |
| GATsplit=48%/32%/20%, random_splits=102023.06 | 52.16 | — | — | — | |
| GATdata split=48%/32%/20%2026.03 | 52.16 | — | — | 13.4 | |
| GOKUhidden dimension=128, number of heads=22026.03 | 37.1 | — | — | — | |
| LASERhidden dimension=128, number of heads=22026.03 | 32.63 | — | — | — |