Node Classification on ogbn-mag (val)
80.21AccuracyRpHGNN+LP+CR+LINE
Evaluation results
| Method | Links | |
|---|---|---|
| RpHGNN+LP+CR+LINELTS=true2024.02 | 80.21 | |
| RpHGNN+LP+CR+LINELTS=false2024.02 | 59.73 | |
| RpHGNNLabel Propagation (LP)=true, Consistency Regularization (CR)=true, Pre-trained Embeddings (Emb)=true2023.10 | 59.73 | |
| SeHGNN+ComplExLTS=true2024.02 | 59.53 | |
| LMSPSLabel Propagation (LP)=true, Multi-Scale (MS)=true2023.07 | 59.51 | |
| PSHGCNextra embeddings and multi-stage training=true2023.05 | 59.43 | |
| SeHGNN+ComplExLTS=false2024.02 | 59.17 | |
| SeHGNNextra embeddings and multi-stage training=true2023.05 | 59.17 | |
| SeHGNNLabel Propagation (LP)=true, Multi-Stage Training (MS)=true, Pre-trained Embeddings (Emb)=true2023.10 | 59.17 | |
| SeHGNNLabel Propagation (LP)=true, Multi-Scale (MS)=true, Embeddings (Emb)=true2023.07 | 59.17 | |
| SeHGNNLabel Propagation (LP)=true, Multi-Stage Training (MS)=true2023.10 | 58.7 | |
| SeHGNNLabel Propagation (LP)=true, Multi-Scale (MS)=true2023.07 | 58.7 | |
| RLU+SCRArchitecture=NARS_GAMLP2021.12 | 57.34 | |
| NARS-GAMLPLabel Propagation (LP)=true, Reliable Data Distillation (RLU)=true, Consistency Regularization (CR)=true, Pre-trained Embeddings (Emb)=true2023.10 | 57.34 | |
| RLUArchitecture=NARS_GAMLP2021.12 | 57.02 | |
| GAMLPextra embeddings and multi-stage training=true2023.05 | 57.02 | |
| LMSPSLabel Propagation (LP)=true2023.07 | 56.98 | |
| SCRArchitecture=NARS_GAMLP2021.12 | 56.54 | |
| PSHGCNextra embeddings and multi-stage training=false2023.05 | 56.16 | |
| SeHGNNextra embeddings and multi-stage training=false2023.05 | 55.95 | |
| SeHGNNLabel Propagation (LP)=true2023.07 | 55.95 | |
| SLEArchitecture=NARS_SAGN2021.12 | 55.91 | |
| SAGNextra embeddings and multi-stage training=true2023.05 | 55.91 | |
| SCR-mArchitecture=NARS_GAMLP2021.12 | 55.9 | |
| NARS-GAMLPAttention Type=JK attention2022.06 | 55.52 | |
| NARS_GAMLPArchitecture=NARS_GAMLP2021.12 | 55.48 | |
| NARS_SAGNArchitecture=NARS_SAGN2021.12 | 54.12 | |
| NARS2022.06 | 53.72 | |
| NARSArchitecture=NARS2021.12 | 53.72 | |
| R-HGNN2022.06 | 53.61 | |
| GAMLPextra embeddings and multi-stage training=false2023.05 | 53.23 | |
| GAMLPLabel Propagation (LP)=true2023.07 | 53.23 | |
| HGConv2022.06 | 53 | |
| SAGNextra embeddings and multi-stage training=false2023.05 | 52.25 | |
| SAGNLabel Propagation (LP)=true2023.07 | 52.25 | |
| NARSextra embeddings and multi-stage training=false2023.05 | 51.85 | |
| R-GSN2022.06 | 51.82 | |
| HGTextra embeddings and multi-stage training=false2023.05 | 49.89 | |
| HGT2022.06 | 49.84 | |
| RGCNextra embeddings and multi-stage training=false2023.05 | 48.35 | |
| R-GCN2022.06 | 40.84 | |
| R-GCNArchitecture=R-GCN2021.12 | 40.84 | |
| SIGN2022.06 | 40.68 | |
| SIGNArchitecture=SIGN2021.12 | 40.68 | |
| GCNLTS=true2024.02 | 34.28 | |
| GCNLTS=false2024.02 | 33.44 | |
| MLPArchitecture=MLP2021.12 | 26.26 |