Node Classification on Penn94 50/25/25 (test)
84.71AccuracyLINKX
Evaluation Results
| Method | Links | |
|---|---|---|
| LINKX2021.10 | 84.71 | |
| LINKX2023.05 | 84.71 | |
| LINKXsampling_strategy=i.i.d. node minibatching2021.10 | 84.5 | |
| MixHop2021.10 | 83.47 | |
| MixHop2023.05 | 83.47 | |
| GCNII2021.10 | 82.92 | |
| GCNII2023.05 | 82.92 | |
| GCN2021.10 | 82.47 | |
| GCN2023.05 | 82.47 | |
| GCNJK2021.10 | 81.63 | |
| GCNArchitectural variant=JK2023.05 | 81.63 | |
| LINKsampling_strategy=i.i.d. node minibatching2021.10 | 81.61 | |
| GAT2021.10 | 81.53 | |
| GAT2023.05 | 81.53 | |
| GPR-GNN2021.10 | 81.38 | |
| GPR-GNN2023.05 | 81.38 | |
| LINK2021.10 | 80.79 | |
| LINK2023.05 | 80.79 | |
| GATJK2021.10 | 80.69 | |
| GATArchitectural variant=JK2023.05 | 80.69 | |
| GESN2023.05 | 80.29 | |
| C&Shops=22021.10 | 78.4 | |
| Correct & Smooth (C&S)Hops=22023.05 | 78.4 | |
| MixHopsampling_strategy=GraphSAINT-RW2021.10 | 76.38 | |
| SGChops=22021.10 | 76.09 | |
| SGCHops=22023.05 | 76.09 | |
| MixHopsampling_strategy=Cluster-GCN2021.10 | 75.79 | |
| MixHopsampling_strategy=GraphSAINT-Node2021.10 | 75.61 | |
| APPNP2021.10 | 74.33 | |
| APPNP2023.05 | 74.33 | |
| C&Shops=12021.10 | 74.28 | |
| Correct & Smooth (C&S)Hops=12023.05 | 74.28 | |
| MLPsampling_strategy=i.i.d. node minibatching2021.10 | 74.24 | |
| Label Propagationhops=22021.10 | 74.13 | |
| Label PropagationHops=22023.05 | 74.13 | |
| MLP2021.10 | 73.61 | |
| MLP2023.05 | 73.61 | |
| GCNJKsampling_strategy=GraphSAINT-Node2021.10 | 72.8 | |
| GCNJKsampling_strategy=GraphSAINT-RW2021.10 | 72.29 | |
| GCNJKsampling_strategy=Cluster-GCN2021.10 | 69.99 | |
| SGChops=12021.10 | 66.79 | |
| SGCHops=12023.05 | 66.79 | |
| Label Propagationhops=12021.10 | 63.21 | |
| Label PropagationHops=12023.05 | 63.21 |