Node Classification on Yelp (test)
65.34Micro F1BNS-GCN
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| BNS-GCNSampling Rate (p)=0.1, # Partitions=102022.03 | 65.34 | — | — | — | |
| BNS-GCNSampling Rate (p)=0.1, # Partitions=32022.03 | 65.32 | — | — | — | |
| BNS-GCNSampling Rate (p)=0.01, # Partitions=62022.03 | 65.31 | — | — | — | |
| GraphSAINT2020.04 | 65.3 | — | — | — | |
| GraphSAINT2022.03 | 65.3 | — | — | — | |
| BNS-GCNSampling Rate (p)=0.01, # Partitions=102022.03 | 65.29 | — | — | — | |
| BNS-GCNSampling Rate (p)=0, # Partitions=32022.03 | 65.28 | — | — | — | |
| BNS-GCNSampling Rate (p)=0.01, # Partitions=32022.03 | 65.27 | — | — | — | |
| BNS-GCNSampling Rate (p)=0, # Partitions=62022.03 | 65.27 | — | — | — | |
| BNS-GCNSampling Rate (p)=1, # Partitions=32022.03 | 65.26 | — | — | — | |
| BNS-GCNSampling Rate (p)=1, # Partitions=62022.03 | 65.26 | — | — | — | |
| BNS-GCNSampling Rate (p)=1, # Partitions=102022.03 | 65.26 | — | — | — | |
| BNS-GCNSampling Rate (p)=0.1, # Partitions=62022.03 | 65.26 | — | — | — | |
| BNS-GCNSampling Rate (p)=0, # Partitions=102022.03 | 65.23 | — | — | — | |
| Stochastic-GCN2020.04 | 64 | — | — | — | |
| VR-GCN2022.03 | 64 | — | — | — | |
| GraphSAGE2020.04 | 63.4 | — | — | — | |
| GraphSAGE2022.03 | 63.4 | — | — | — | |
| SIGNoperator powers (p, s, t)=(2, 0, 1)2020.04 | 63.1 | — | — | — | |
| ClusterGCN2020.04 | 60.9 | — | — | — | |
| ClusterGCN2022.03 | 60.9 | — | — | — | |
| LADIES2022.03 | 60.2 | — | — | — | |
| GCN2020.04 | 37.8 | — | — | — | |
| S-GCN2020.04 | 35.8 | — | — | — | |
| FastGCN2020.04 | 26.5 | — | — | — | |
| FastGCN2022.03 | 26.5 | — | — | — | |
| AllDeepSets2023.08 | — | — | 30.36 | — | |
| AllSet Transformer2023.08 | — | — | 36.89 | — | |
| BLISSArchitecture=GAT2025.12 | — | — | — | 54 | |
| BLISSArchitecture=GraphSAGE2025.12 | — | — | — | 52.9 | |
| BNS-GCNPartitions=32023.08 | — | — | 65.27 | — | |
| BNS-GCNPartitions=62023.08 | — | — | 65.3 | — | |
| Cluster-GCN2023.08 | — | — | 61.32 | — | |
| CoFree-GNNPartitions=32023.08 | — | — | 65.28 | — | |
| CoFree-GNNPartitions=62023.08 | — | — | 65.34 | — | |
| CoFree-GNN+DropEdge-KPartitions=32023.08 | — | — | 65.33 | — | |
| CoFree-GNN+DropEdge-KPartitions=62023.08 | — | — | 65.36 | — | |
| DistDGLPartitions=32023.08 | — | — | 65.06 | — | |
| DistDGLPartitions=62023.08 | — | — | 65.02 | — | |
| ED-HNN2023.08 | — | — | 34.99 | — | |
| GATLayers=32022.01 | — | 200 | — | — | |
| GATLayers=52022.01 | — | 2,000 | — | — | |
| GAT-SAINTLayers=32022.01 | — | 200 | — | — | |
| GAT-SAINTLayers=52022.01 | — | 2,000 | — | — | |
| GCNLayers=32022.01 | — | 20 | — | — | |
| GCNLayers=52022.01 | — | 1,000 | — | — | |
| GCN-SAINTLayers=32022.01 | — | 20 | — | — | |
| GCN-SAINTLayers=52022.01 | — | 1,000 | — | — | |
| GraphSAGELayers=32022.01 | — | 20 | — | — | |
| GraphSAGELayers=52022.01 | — | 2,000 | — | — | |
| GraphSAGE2023.08 | — | — | 63.51 | — | |
| GraphSAINT2023.08 | — | — | 65.3 | — | |
| HCHA2023.08 | — | — | 30.99 | — | |
| HGNN2023.08 | — | — | 33.04 | — | |
| HNHN2023.08 | — | — | 31.65 | — | |
| HyperGCN2023.08 | — | — | 29.42 | — | |
| MLP2023.08 | — | — | 32.67 | — | |
| PipeGCNPartitions=32023.08 | — | — | 65.27 | — | |
| PipeGCNPartitions=62023.08 | — | — | 65.24 | — | |
| PLADIESArchitecture=GAT2025.12 | — | — | — | 53.9 | |
| PLADIESArchitecture=GraphSAGE2025.12 | — | — | — | 50.2 | |
| SAGE-SAINTLayers=32022.01 | — | 20 | — | — | |
| SAGE-SAINTLayers=52022.01 | — | 2,000 | — | — | |
| SHADOW-GATLayers=3, Extraction=PPR2022.01 | — | 1 | — | — | |
| SHADOW-GATLayers=5, Extraction=PPR2022.01 | — | 2 | — | — | |
| SHADOW-GATLayers=3/5, Extraction=PPR, Pooling=true2022.01 | — | 1 | — | — | |
| SHADOW-GCNLayers=3, Extraction=PPR2022.01 | — | 1 | — | — | |
| SHADOW-GCNLayers=5, Extraction=PPR2022.01 | — | 2 | — | — | |
| SHADOW-GCNLayers=3/5, Extraction=PPR, Pooling=true2022.01 | — | 2 | — | — | |
| SHADOW-SAGELayers=3, Extraction=2-hop2022.01 | — | 1 | — | — | |
| SHADOW-SAGELayers=5, Extraction=2-hop2022.01 | — | 2 | — | — | |
| SHADOW-SAGELayers=3, Extraction=PPR2022.01 | — | 1 | — | — | |
| SHADOW-SAGELayers=5, Extraction=PPR2022.01 | — | 2 | — | — | |
| SHADOW-SAGELayers=3/5, Extraction=PPR, Pooling=true2022.01 | — | 1 | — | — | |
| UniG-Encoder2023.08 | — | — | 36.33 | — | |
| UniGCNII2023.08 | — | — | 31.7 | — |