Node Classification on OGB-MAG (test)
79.56AccuracyRpHGNN+LP+CR+LINE
Evaluation Results
| Method | Links | |
|---|---|---|
| RpHGNN+LP+CR+LINELTS=true2024.02 | 79.56 | |
| LMSPSLabel Propagation (LP)=true, Multi-Scale (MS)=true2023.07 | 57.84 | |
| RpHGNN+LP+CR+LINELTS=false2024.02 | 57.73 | |
| RpHGNNLabel Propagation (LP)=true, Consistency Regularization (CR)=true, Pre-trained Embeddings (Emb)=true2023.10 | 57.73 | |
| SeHGNN+ComplExLTS=true2024.02 | 57.59 | |
| PSHGCNextra embeddings and multi-stage training=true2023.05 | 57.52 | |
| SeHGNN+ComplExLTS=false2024.02 | 57.19 | |
| SeHGNNextra embeddings and multi-stage training=true2023.05 | 57.19 | |
| SeHGNNLabel Propagation (LP)=true, Multi-Stage Training (MS)=true, Pre-trained Embeddings (Emb)=true2023.10 | 57.19 | |
| SeHGNNLabel Propagation (LP)=true, Multi-Scale (MS)=true, Embeddings (Emb)=true2023.07 | 57.19 | |
| SeHGNNLabel Propagation (LP)=true, Multi-Stage Training (MS)=true2023.10 | 56.71 | |
| SeHGNNLabel Propagation (LP)=true, Multi-Scale (MS)=true2023.07 | 56.71 | |
| NARS-GAMLPLabel Propagation (LP)=true, Reliable Data Distillation (RLU)=true, Consistency Regularization (CR)=true, Pre-trained Embeddings (Emb)=true2023.10 | 56.31 | |
| GAMLPextra embeddings and multi-stage training=true2023.05 | 55.9 | |
| LMSPSLabel Propagation (LP)=true2023.07 | 55.1 | |
| LMSPSmeta-path selection=searched2023.07 | 54.83 | |
| PSHGCNextra embeddings and multi-stage training=false2023.05 | 54.57 | |
| SAGNextra embeddings and multi-stage training=true2023.05 | 54.4 | |
| NARS-GAMLPAttention Type=JK attention2022.06 | 54.01 | |
| SeHGNNextra embeddings and multi-stage training=false2023.05 | 53.99 | |
| SeHGNNLabel Propagation (LP)=true2023.07 | 53.99 | |
| NARS2022.06 | 52.4 | |
| NARS2020.11 | 52.1 | |
| R-HGNN2022.06 | 52.04 | |
| GAMLPextra embeddings and multi-stage training=false2023.05 | 51.63 | |
| GAMLPLabel Propagation (LP)=true2023.07 | 51.63 | |
| SeHGNN2023.07 | 51.45 | |
| SAGNextra embeddings and multi-stage training=false2023.05 | 51.17 | |
| SAGNLabel Propagation (LP)=true2023.07 | 51.17 | |
| NARSextra embeddings and multi-stage training=false2023.05 | 50.88 | |
| NARS2023.07 | 50.66 | |
| Simple-HGN2023.07 | 50.51 | |
| HGConv2022.06 | 50.45 | |
| R-GSN2022.06 | 50.32 | |
| R-GCN2020.11 | 50 | |
| HGT2020.11 | 49.8 | |
| HGT2022.06 | 49.27 | |
| HGTextra embeddings and multi-stage training=false2023.05 | 49.27 | |
| SIGN2020.11 | 48.1 | |
| RGCNextra embeddings and multi-stage training=false2023.05 | 47.37 | |
| RGCN2023.07 | 47.37 | |
| R-EGCBatching=Full Batch2021.04 | 47.21 | |
| GraphSAGE2023.07 | 46.78 | |
| R-GCNBatching=Full Batch2021.04 | 46.29 | |
| SIGN2022.06 | 40.46 | |
| R-GCN2022.06 | 39.77 | |
| LMSPSmeta-path selection=random2023.07 | 35.14 | |
| GCNLTS=true2024.02 | 35.01 | |
| GCNLTS=false2024.02 | 34.06 | |
| EGCAggregator=Mean2021.04 | 33.22 | |
| lrGAE 7Method Category=Structure-based2024.10 | 32.9 | |
| MaskGAEMethod Category=Structure-based2024.10 | 32.8 | |
| GraphMAE2Method Category=Feature-based2024.10 | 32.7 | |
| lrGAE 6Method Category=Structure-based2024.10 | 32.7 | |
| GraphMAEMethod Category=Feature-based2024.10 | 32.2 | |
| lrGAE 8Method Category=Structure-based2024.10 | 32.2 | |
| EGC-S2021.04 | 32.13 | |
| CCA-SSGMethod Category=Standard GCL2024.10 | 31.8 | |
| GGDMethod Category=Standard GCL2024.10 | 31.7 | |
| S2GAEMethod Category=Structure-based2024.10 | 31.7 | |
| GraphSAGE-MeanAggregator=Mean2021.04 | 31.53 | |
| GRACEMethod Category=Standard GCL2024.10 | 31.5 | |
| DGIMethod Category=Standard GCL2024.10 | 31.4 | |
| BGRLMethod Category=Standard GCL2024.10 | 31.1 | |
| S3GCLMethod Category=Standard GCL2024.10 | 30.9 | |
| GCN2021.04 | 30.43 | |
| GAEMethod Category=Structure-based2024.10 | 30.1 | |
| MLP2021.04 | 26.92 | |
| MLP2023.07 | 26.92 | |
| GAEfMethod Category=Feature-based2024.10 | 25.7 |