Node Classification on snap-patents (test)
74.72AccuracyMRS-Dir-GCNDA
Evaluation Results
| Method | Links | |
|---|---|---|
| MRS-Dir-GCNDAmodule=MRS-GCNDA2024.09 | 74.72 | |
| CoEDedge direction learning=false2024.10 | 74.67 | |
| Dir-GNN2024.09 | 73.95 | |
| DirGNN2024.10 | 73.95 | |
| A2DUG2023.06 | 72.38 | |
| GRAD. GATING2024.09 | 69.5 | |
| FSGNN2024.09 | 65.07 | |
| Chung2024.10 | 64.77 | |
| GLOGNN2024.09 | 62.09 | |
| LINKX2024.09 | 61.95 | |
| LINKXgraph_type=directed2023.06 | 61.09 | |
| LINKXsampling_strategy=i.i.d. node minibatching2021.10 | 60.27 | |
| LINKgraph_type=directed2023.06 | 57.54 | |
| ACM-GCN2024.09 | 55.14 | |
| LINKXgraph_type=undirected2023.06 | 51.4 | |
| GCN2024.09 | 51.02 | |
| GCN2024.10 | 51.02 | |
| NLGCNbase_architecture=GCN, aggregation=non-local2020.05 | 50.8 | |
| LINKgraph_type=undirected2023.06 | 49.93 | |
| SAGE2024.10 | 48.43 | |
| Co-GNN2024.10 | 48.31 | |
| NLGATbase_architecture=GAT, aggregation=non-local2020.05 | 48.3 | |
| MixHopsampling_strategy=Cluster-GCN2021.10 | 46.82 | |
| GAT2024.10 | 45.92 | |
| GCN2020.05 | 45.7 | |
| LINKsampling_strategy=i.i.d. node minibatching2021.10 | 45.65 | |
| FSGNN2023.06 | 45.44 | |
| GAT2020.05 | 45.4 | |
| GPR-GNN2024.09 | 40.19 | |
| ACMGCN2023.06 | 40.07 | |
| GCN2023.06 | 39.99 | |
| GCNJKsampling_strategy=Cluster-GCN2021.10 | 37.62 | |
| SGC2023.06 | 35.26 | |
| MixHopsampling_strategy=GraphSAINT-RW2021.10 | 34.21 | |
| GCNJKsampling_strategy=GraphSAINT-RW2021.10 | 33.05 | |
| GPRGNN2023.06 | 32.44 | |
| MLP2023.06 | 31.49 | |
| MLP2024.09 | 31.34 | |
| MLP2024.10 | 31.34 | |
| MixHopsampling_strategy=GraphSAINT-Node2021.10 | 27.45 | |
| GCNJKsampling_strategy=GraphSAINT-Node2021.10 | 26.97 | |
| MLPsampling_strategy=i.i.d. node minibatching2021.10 | 22.96 |