Node Classification on AIRPORT
91AccuracyH2H-GCN
Evaluation results
| Method | Links | |
|---|---|---|
| H2H-GCNArchitecture Category=HYP GCNs2021.04 | 91 | |
| HGCNArchitecture Category=HYP GCNs2021.04 | 90.6 | |
| GRAPHSAGEArchitecture Category=GCNs2021.04 | 82.1 | |
| GATArchitecture Category=GCNs2021.04 | 81.5 | |
| GCNArchitecture Category=GCNs2021.04 | 81.4 | |
| SGCArchitecture Category=GCNs2021.04 | 80.6 | |
| HNNArchitecture Category=NNs2021.04 | 80.5 | |
| CBallNetBNHyperbolicity δ=1, Embedding Dimension=16, Runs=102026.05 | 79.58 | |
| HNN-GyroBN-HHyperbolicity δ=1, Embedding Dimension=16, Runs=102026.05 | 72.38 | |
| HYPArchitecture Category=Shallow2021.04 | 70.2 | |
| HYP-MIXEDArchitecture Category=Shallow2021.04 | 69.6 | |
| MLPArchitecture Category=NNs2021.04 | 68.6 | |
| EUC-MIXEDArchitecture Category=Shallow2021.04 | 68.3 | |
| HNN-RBN-HHyperbolicity δ=1, Embedding Dimension=16, Runs=102026.05 | 63.15 | |
| EUCArchitecture Category=Shallow2021.04 | 60.9 | |
| TransGATv2Transitivity Enhancement=true, Attention Heads=82024.01 | 52.6 | |
| TransGATTransitivity Enhancement=true, Attention Heads=82024.01 | 49.2 | |
| GATv2Transitivity Enhancement=false, Attention Heads=82024.01 | 47.5 | |
| GATTransitivity Enhancement=false, Attention Heads=82024.01 | 46 | |
| TransSGCTransitivity Enhancement=true, K=12024.01 | 44.4 | |
| TransGCNTransitivity Enhancement=true2024.01 | 41.8 | |
| SGCTransitivity Enhancement=false, K=12024.01 | 38.8 | |
| GCNTransitivity Enhancement=false2024.01 | 38.1 |