Node Classification on ogbn-products (val)
94AccuracyGLEM-GNN
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| GLEM-GNNBackbone=SAGN+2022.10 | 94 | — | 0.98 | — | |
| GLEM-GNNBackbone=SAGE2022.10 | 93.84 | — | 1.85 | — | |
| SAGN+Node Features=X_OGB2022.10 | 93.02 | — | — | — | |
| GLEM-LMPartner GNN=SAGE, Base Model=DeBERTa-base2022.10 | 92.71 | — | — | 0.71 | |
| Cluster-SAGEPartitioning=LPMetis2025.07 | 92.32 | — | — | — | |
| Cluster-SAGEPartitioning=Metis2025.07 | 92.12 | — | — | — | |
| SAGENode Features=X_OGB2022.10 | 91.99 | — | — | — | |
| LM-FtBase Model=DeBERTa-base2022.10 | 91.82 | — | — | — | |
| Cluster-GATPartitioning=LPMetis2025.07 | 89.98 | — | — | — | |
| Cluster-GATPartitioning=Metis2025.07 | 89.85 | — | — | — | |
| Cluster-GCNPartitioning=LPMetis2025.07 | 89.525 | — | — | — | |
| Cluster-GCNPartitioning=Metis2025.07 | 89.375 | — | — | — | |
| GraphSAGE2025.07 | 84.668 | — | — | — | |
| LR2025.07 | 51.221 | — | — | — | |
| ClusterGCN2020.04 | — | 92.12 | — | — | |
| GraphSAINT2020.04 | — | 91.62 | — | — | |
| MLP2020.04 | — | 75.54 | — | — | |
| Node2Vec2020.04 | — | 90.32 | — | — | |
| S-GCNL=52020.04 | — | 91.38 | — | — | |
| SIGNp (simple adjacency powers)=3, s (PPR-based powers)=0, t (triangle-based powers)=02020.04 | — | 92.99 | — | — | |
| SIGNp (simple adjacency powers)=3, s (PPR-based powers)=0, t (triangle-based powers)=12020.04 | — | 92.93 | — | — | |
| SIGNp (simple adjacency powers)=3, s (PPR-based powers)=3, t (triangle-based powers)=02020.04 | — | 93.02 | — | — | |
| SIGNp (simple adjacency powers)=5, s (PPR-based powers)=0, t (triangle-based powers)=02020.04 | — | 92.98 | — | — | |
| SIGNp (simple adjacency powers)=5, s (PPR-based powers)=3, t (triangle-based powers)=02020.04 | — | 93.1 | — | — |