Node Classification on Actor (48/32/20)
37.99Mean AccuracyORDERED GNN
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| ORDERED GNNsplit=48%/32%/20%, random_splits=102023.06 | 37.99 | — | — | |
| GGCNsplit=48%/32%/20%, random_splits=102023.06 | 37.54 | — | — | |
| GCNIIsplit=48%/32%/20%, random_splits=102023.06 | 37.44 | — | — | |
| GRAFFsplit=48%/32%/20%, random_splits=102023.06 | 37.11 | — | — | |
| TDGNN-wNeighborhood layers=0, 3-42021.08 | 37.11 | — | 0.96 | |
| ACMII-GCN++split=48%/32%/20%, random_splits=102023.06 | 37.09 | — | — | |
| Deformable GCN2021.12 | 37.07 | 0.79 | — | |
| H2GCN2021.12 | 36.96 | 0.55 | — | |
| DJ-GNNsplit=48%/32%/20%, random_splits=102023.06 | 36.93 | — | — | |
| MLP2021.12 | 36.78 | 0.56 | — | |
| TDGNN-sNeighborhood layers=0, 3-42021.08 | 36.7 | — | 1.28 | |
| MLPNeighborhood layers=02021.08 | 36.6 | — | 1.25 | |
| DAGNNNeighborhood layers=02021.08 | 36.6 | — | 1.25 | |
| MLPsplit=48%/32%/20%, random_splits=102023.06 | 36.53 | — | — | |
| ASGCsplit=48%/32%/20%, random_splits=102023.06 | 36.33 | — | — | |
| LINKXsplit=48%/32%/20%, random_splits=102023.06 | 36.1 | — | — | |
| CGNNsplit=48%/32%/20%, random_splits=102023.06 | 35.95 | — | — | |
| FSGNN(8-HOP)split=48%/32%/20%, random_splits=102023.06 | 35.75 | — | — | |
| H2GCNsplit=48%/32%/20%, random_splits=102023.06 | 35.7 | — | — | |
| GCNIINeighborhood layers=0-642021.08 | 35.18 | — | 1.3 | |
| ChebyNet2021.12 | 35.03 | 0.73 | — | |
| FGSAM+Model=GraphSAGE2024.10 | 34.7 | — | — | |
| GPRGNNsplit=48%/32%/20%, random_splits=102023.06 | 34.63 | — | — | |
| FGSAMModel=GraphSAGE2024.10 | 34.53 | — | — | |
| APPNPNeighborhood layers=0-102021.08 | 34.36 | — | 1.09 | |
| GRAPHSAGEsplit=48%/32%/20%, random_splits=102023.06 | 34.23 | — | — | |
| SAMModel=GraphSAGE2024.10 | 33.83 | — | — | |
| MixHop2021.12 | 33.8 | 0.89 | — | |
| AdamModel=GraphSAGE2024.10 | 33.74 | — | — | |
| MIXHOPsplit=48%/32%/20%, random_splits=102023.06 | 32.22 | — | — | |
| Geom-GCNNeighborhood layers=N/A2021.08 | 31.63 | — | 1.15 | |
| GEOM-GCNsplit=48%/32%/20%, random_splits=102023.06 | 31.59 | — | — | |
| Geom-GCN2021.12 | 31.48 | 0.64 | — | |
| JKNet2021.12 | 30.78 | 0.6 | — | |
| FGSAM+Model=GAT2024.10 | 30.6 | — | — | |
| GCN2021.12 | 30.47 | 0.64 | — | |
| FGSAMModel=GAT2024.10 | 30.41 | — | — | |
| GAT2021.12 | 29.92 | 0.43 | — | |
| FGSAMModel=GCN2024.10 | 29.88 | — | — | |
| FGSAM+Model=GCN2024.10 | 29.66 | — | — | |
| SAMModel=GAT2024.10 | 29.49 | — | — | |
| AdamModel=GAT2024.10 | 29.45 | — | — | |
| GCNNeighborhood layers=0-22021.08 | 28.65 | — | 1.38 | |
| AdamModel=GCN2024.10 | 28.59 | — | — | |
| SAMModel=GCN2024.10 | 28.54 | — | — | |
| GATNeighborhood layers=0-22021.08 | 28.45 | — | 0.89 | |
| SGCNeighborhood layers=0-22021.08 | 27.46 | — | 1.46 | |
| GATsplit=48%/32%/20%, random_splits=102023.06 | 27.44 | — | — | |
| PAIRNORMsplit=48%/32%/20%, random_splits=102023.06 | 27.4 | — | — | |
| GCNsplit=48%/32%/20%, random_splits=102023.06 | 27.32 | — | — |