Node Classification on ogbn-products (test) (Accuracy & Time)
90.79Test AccuracySMPNN + Attention
Evaluation results
| Method | Links | ||
|---|---|---|---|
| SMPNN + AttentionAugmentation=Linear global attention2024.10 | 90.79 | — | |
| SMPNN2024.10 | 90.61 | — | |
| SGFormer2024.10 | 89.09 | — | |
| NodeFormer2024.10 | 87.85 | — | |
| SCRArch=SAGN, C&S=true, Node Features=GIANT-XRT2021.12 | 86.8 | — | |
| SCR-mArch=SAGN, C&S=true, Node Features=GIANT-XRT2021.12 | 86.73 | — | |
| SCRArch=SAGN, C&S=false, Node Features=GIANT-XRT2021.12 | 86.67 | — | |
| SCR-mArch=SAGN, C&S=false, Node Features=GIANT-XRT2021.12 | 86.51 | — | |
| SLEArch=SAGN, C&S=true, Node Features=GIANT-XRT2021.12 | 86.43 | — | |
| SLEArch=SAGN, C&S=false, Node Features=GIANT-XRT2021.12 | 86.22 | — | |
| RLU+SCRArch=GAMLP, C&S=true, Node Features=Standard2021.12 | 85.2 | — | |
| GAT-NSampler2024.10 | 85.17 | — | |
| RLU+SCRArch=GAMLP, C&S=false, Node Features=Standard2021.12 | 85.05 | — | |
| SCR-mArch=GAMLP, C&S=false, Node Features=Standard2021.12 | 84.62 | — | |
| RLUArch=GAMLP, C&S=false, Node Features=Standard2021.12 | 84.59 | — | |
| MLPC&S=true, Node Features=Standard2021.12 | 84.18 | — | |
| SCRArch=GAMLP, C&S=false, Node Features=Standard2021.12 | 84.07 | — | |
| DIFFormer2024.10 | 84 | — | |
| GCN2024.10 | 83.9 | — | |
| GCN-NSampler2024.10 | 83.84 | — | |
| GAMLPattention_mechanism=R2022.06 | 83.59 | — | |
| GAMLPattention_mechanism=JK2022.06 | 83.54 | — | |
| GAMLPC&S=false, Node Features=Standard2021.12 | 83.54 | — | |
| AGDNimplementation=random partition, Params=1.54M2020.12 | 83.34 | — | |
| SAGNlabel_utilization=0-SLE2022.06 | 83.29 | — | |
| RevGNN-112Params=2.95M2020.12 | 83.07 | — | |
| UniMP2022.06 | 82.56 | — | |
| UniMPimplementation=neighbor sampling, Params=1.48M2020.12 | 82.56 | — | |
| lrGAE 8Method Category=Structure-based2024.10 | 82.3 | — | |
| lrGAE 7Method Category=Structure-based2024.10 | 81.9 | — | |
| S3GCLMethod Category=Standard GCL2024.10 | 81.4 | — | |
| ScaleGNNSampling Strategy=uniform vertex sampling with unbiased edge rescaling2026.04 | 81.3 | — | |
| SGC2024.10 | 81.21 | — | |
| SAGN2022.06 | 81.2 | — | |
| SAGNC&S=false, Node Features=Standard2021.12 | 81.2 | — | |
| GraphMAE2Method Category=Feature-based2024.10 | 81 | — | |
| DeeperGCN2022.06 | 80.98 | — | |
| DeeperGCNimplementation=random partition, Params=0.25M2020.12 | 80.98 | — | |
| SIGN2024.10 | 80.98 | — | |
| lrGAE 6Method Category=Structure-based2024.10 | 80.7 | — | |
| Gatedbackbone=GAT, gating=true2026.05 | 80.62 | — | |
| SIGN2022.06 | 80.52 | — | |
| SIGNC&S=false, Node Features=Standard2021.12 | 80.52 | — | |
| SIGNParams=3.48M2020.12 | 80.52 | — | |
| GBP2022.06 | 80.48 | — | |
| CoFree-GNN+DropEdge-KPartitions=102023.08 | 80.43 | — | |
| CoFree-GNNPartitions=102023.08 | 80.4 | — | |
| CoFree-GNN+DropEdge-KPartitions=52023.08 | 80.31 | — | |
| CoFree-GNNPartitions=52023.08 | 80.28 | — | |
| GraphSAINT2022.06 | 80.27 | — | |
| GraphSAINTParams=0.33M2020.12 | 80.27 | — | |
| GraphSAINT (node)Sampling Strategy=node sampling2026.04 | 80.2 | — | |
| OursImplementation=Cluster-GAT2022.09 | 80.15 | — | |
| Gated_v2backbone=GATv2, gating=true2026.05 | 80.09 | — | |
| S2GAEMethod Category=Structure-based2024.10 | 80 | — | |
| Temp_gated_v2backbone=GATv2, gating=true, temperature=true2026.05 | 79.9 | — | |
| Linear Transformer2024.10 | 79.85 | — | |
| GATv2backbone=GATv22026.05 | 79.76 | — | |
| Gated_temp_v2backbone=GATv2, gating=true, temperature=true2026.05 | 79.71 | — | |
| Cluster-GATPartitioning=LPMetis2025.07 | 79.61 | — | |
| GraphSAGESampling Strategy=neighbor sampling2026.04 | 79.6 | — | |
| MaskGAEMethod Category=Structure-based2024.10 | 79.6 | — | |
| GRACEMethod Category=Standard GCL2024.10 | 79.5 | — | |
| BNS-GCNSampling Rate (p)=0.1, # Partitions=82022.03 | 79.48 | — | |
| BNS-GCNSampling Rate (p)=0.01, # Partitions=52022.03 | 79.43 | — | |
| BNS-GCNPartitions=52023.08 | 79.42 | — | |
| BNS-GCNSampling Rate (p)=0.1, # Partitions=52022.03 | 79.36 | — | |
| BNS-GCNSampling Rate (p)=0.1, # Partitions=102022.03 | 79.3 | — | |
| BNS-GCNSampling Rate (p)=0.01, # Partitions=82022.03 | 79.28 | — | |
| BNS-GCNPartitions=102023.08 | 79.27 | — | |
| Cluster-SAGEPartitioning=LPMetis2025.07 | 79.26 | — | |
| Cluster-GATPartitioning=Metis2025.07 | 79.23 | — | |
| BNS-GCNSampling Rate (p)=0.01, # Partitions=102022.03 | 79.21 | — | |
| BNS-GCNSampling Rate (p)=1, # Partitions=52022.03 | 79.14 | — | |
| BNS-GCNSampling Rate (p)=1, # Partitions=82022.03 | 79.14 | — | |
| BNS-GCNSampling Rate (p)=1, # Partitions=102022.03 | 79.14 | — | |
| GraphSAINT2023.08 | 79.11 | — | |
| DistDGLPartitions=52023.08 | 79.11 | — | |
| GraphSAINT2022.03 | 79.08 | — | |
| Temp_gatedbackbone=GAT, gating=true, temperature=true2026.05 | 79.08 | — | |
| PipeGCNPartitions=52023.08 | 79.06 | — | |
| DistDGLPartitions=102023.08 | 79.01 | — | |
| ClusterGCN2022.03 | 78.97 | — | |
| Cluster-SAGEPartitioning=Metis2025.07 | 78.97 | — | |
| Gated_tempbackbone=GAT, gating=true, temperature=true2026.05 | 78.95 | — | |
| Cluster-GCN2023.08 | 78.91 | — | |
| PipeGCNPartitions=102023.08 | 78.91 | — | |
| GraphMAEMethod Category=Feature-based2024.10 | 78.9 | — | |
| GATbackbone=GAT2026.05 | 78.87 | — | |
| Temp_only_v2backbone=GATv2, temperature=true2026.05 | 78.87 | — | |
| BNS-GCNSampling Rate (p)=0, # Partitions=82022.03 | 78.83 | — | |
| GraphSAGE2023.08 | 78.81 | — | |
| BNS-GCNSampling Rate (p)=0, # Partitions=102022.03 | 78.79 | — | |
| GraphSAGE2022.03 | 78.7 | — | |
| BNS-GCNSampling Rate (p)=0, # Partitions=52022.03 | 78.65 | — | |
| BGRLMethod Category=Standard GCL2024.10 | 78.6 | — | |
| GraphSAGE2022.06 | 78.5 | — | |
| GraphSAGEC&S=false, Node Features=Standard2021.12 | 78.5 | — | |
| GraphSAGEimplementation=neighbor sampling, Params=0.21M2020.12 | 78.5 | — | |
| Temp_onlybackbone=GAT, temperature=true2026.05 | 77.9 | — |