Node Classification on ogbn-mag v1 (val)
55.91AccuracyNARS_SAGN+2-SLE
Evaluation results
| Method | Links | |
|---|---|---|
| NARS_SAGN+2-SLEGraph Setting=Heterogeneous, SLE Stages=2, Embedding=TransE (256-dim), Base Component=NARS2021.04 | 55.91 | |
| NARS_SAGN+1-SLEGraph Setting=Heterogeneous, SLE Stages=1, Embedding=TransE (256-dim), Base Component=NARS2021.04 | 55.52 | |
| NARS_SAGN+0-SLEGraph Setting=Heterogeneous, SLE Stages=0, Embedding=TransE (256-dim), Base Component=NARS2021.04 | 54.12 | |
| NARSGraph Setting=Heterogeneous2021.04 | 53.72 | |
| SAGN+TransE+2-SLEGraph Setting=Heterogeneous, SLE Stages=2, Embedding=TransE (128-dim)2021.04 | 51.8 | |
| SAGN+TransE+1-SLEGraph Setting=Heterogeneous, SLE Stages=1, Embedding=TransE (128-dim)2021.04 | 51.23 | |
| SAGN+TransE+0-SLEGraph Setting=Heterogeneous, SLE Stages=0, Embedding=TransE (128-dim)2021.04 | 49.42 | |
| GraphSaintGraph Setting=Heterogeneous2021.04 | 48.37 | |
| NeighborSamplingGraph Setting=Heterogeneous2021.04 | 47.61 | |
| SAGN+2-SLEGraph Setting=Homogeneous, SLE Stages=22021.04 | 44.27 | |
| SAGN+1-SLEGraph Setting=Homogeneous, SLE Stages=12021.04 | 43.85 | |
| SAGN+0-SLEGraph Setting=Homogeneous, SLE Stages=02021.04 | 42.13 | |
| R-GCNGraph Setting=Heterogeneous2021.04 | 40.84 | |
| SIGNGraph Setting=Homogeneous2021.04 | 40.68 | |
| ClusterGCNGraph Setting=Heterogeneous2021.04 | 38.4 | |
| MetaPath2VecGraph Setting=Heterogeneous2021.04 | 35.06 | |
| GraphSAGEGraph Setting=Homogeneous2021.04 | 30.7 | |
| GCNGraph Setting=Homogeneous2021.04 | 29.53 | |
| MLPGraph Setting=Homogeneous2021.04 | 26.26 |