Node Classification on ogbn-mag v1 (test)
56.31AccuracyRLU+SCR
Evaluation results
| Method | Links | |
|---|---|---|
| RLU+SCRArchitecture=NARS_GAMLP2021.12 | 56.31 | |
| RLUArchitecture=NARS_GAMLP2021.12 | 55.9 | |
| SCR-mArchitecture=NARS_GAMLP2021.12 | 54.51 | |
| NARS_SAGN+2-SLEGraph Setting=Heterogeneous, SLE Stages=2, Embedding=TransE (256-dim), Base Component=NARS2021.04 | 54.4 | |
| SLEArchitecture=NARS_SAGN2021.12 | 54.4 | |
| SCRArchitecture=NARS_GAMLP2021.12 | 54.32 | |
| NARS_GAMLPArchitecture=NARS_GAMLP2021.12 | 53.96 | |
| NARS_SAGN+1-SLEGraph Setting=Heterogeneous, SLE Stages=1, Embedding=TransE (256-dim), Base Component=NARS2021.04 | 53.95 | |
| LEGNN + AS-TrainBackbone=GAT, Training Strategy=AS-Train2022.05 | 53.78 | |
| LEGNNBackbone=GAT2022.05 | 52.76 | |
| NARSGraph Setting=Heterogeneous2021.04 | 52.4 | |
| NARSArchitecture=NARS2021.12 | 52.4 | |
| NARS_SAGN+0-SLEGraph Setting=Heterogeneous, SLE Stages=0, Embedding=TransE (256-dim), Base Component=NARS2021.04 | 52.32 | |
| NARS_SAGNArchitecture=NARS_SAGN2021.12 | 52.32 | |
| HGConv2022.05 | 50.45 | |
| R-GSN2022.05 | 50.32 | |
| SAGN+TransE+2-SLEGraph Setting=Heterogeneous, SLE Stages=2, Embedding=TransE (128-dim)2021.04 | 50.29 | |
| SAGN+TransE+1-SLEGraph Setting=Heterogeneous, SLE Stages=1, Embedding=TransE (128-dim)2021.04 | 49.7 | |
| HGT2022.05 | 49.27 | |
| SAGN+TransE+0-SLEGraph Setting=Heterogeneous, SLE Stages=0, Embedding=TransE (128-dim)2021.04 | 47.95 | |
| GraphSaintGraph Setting=Heterogeneous2021.04 | 47.51 | |
| NeighborSamplingGraph Setting=Heterogeneous2021.04 | 46.78 | |
| RGCN2022.05 | 46.78 | |
| SAGN+2-SLEGraph Setting=Homogeneous, SLE Stages=22021.04 | 42.75 | |
| SAGN+1-SLEGraph Setting=Homogeneous, SLE Stages=12021.04 | 42.18 | |
| SAGN+0-SLEGraph Setting=Homogeneous, SLE Stages=02021.04 | 40.51 | |
| SIGNGraph Setting=Homogeneous2021.04 | 40.46 | |
| SIGNArchitecture=SIGN2021.12 | 40.46 | |
| SIGN2022.05 | 40.46 | |
| R-GCNGraph Setting=Heterogeneous2021.04 | 39.77 | |
| R-GCNArchitecture=R-GCN2021.12 | 39.77 | |
| ClusterGCNGraph Setting=Heterogeneous2021.04 | 37.32 | |
| MetaPath2VecGraph Setting=Heterogeneous2021.04 | 35.44 | |
| MetaPath2vec2022.05 | 35.44 | |
| GraphSAGEGraph Setting=Homogeneous2021.04 | 31.53 | |
| GCNGraph Setting=Homogeneous2021.04 | 30.43 | |
| MLPGraph Setting=Homogeneous2021.04 | 26.92 | |
| MLPArchitecture=MLP2021.12 | 26.92 |