Node Classification on Coauthor Physics (test)
96.9AccuracyGCN-LPA
Evaluation Results
| Method | Links | |
|---|---|---|
| GCN-LPA2020.02 | 96.9 | |
| GAT2020.02 | 96.3 | |
| GCN2020.02 | 96.2 | |
| GCAInput=X, A, Learning Paradigm=Unsupervised2021.06 | 95.68 | |
| GCNInput=X, A, Y, Learning Paradigm=Supervised2021.06 | 95.65 | |
| GATInput=X, A, Y, Learning Paradigm=Supervised2021.06 | 95.47 | |
| CCA-SSGInput=X, A, Learning Paradigm=Unsupervised2021.06 | 95.38 | |
| MVGRLInput=X, S, A, Learning Paradigm=Unsupervised2021.06 | 95.33 | |
| GRACEInput=X, A, Learning Paradigm=Unsupervised2021.06 | 95.26 | |
| Linear CCAInput=X, Learning Paradigm=Unsupervised2021.06 | 95.04 | |
| GAEInput=X, A, Learning Paradigm=Unsupervised2021.06 | 94.92 | |
| LPAiterations=202020.02 | 94.9 | |
| DeepWalk + featuresInput=X, A, Learning Paradigm=Unsupervised2021.06 | 94.9 | |
| JK-Netaggregator=concat2020.02 | 94.8 | |
| DGIInput=X, A, Learning Paradigm=Unsupervised2021.06 | 94.51 | |
| GraphSAGEaggregator=mean2020.02 | 94.5 | |
| GraphMix (GCN)backbone=GCN2019.09 | 94.49 | |
| MLPhidden_layer_sizes=502020.02 | 94.1 | |
| GPR-GNNAverage Rank=5.782022.10 | 93.86 | |
| LRsolver=lbfgs2020.02 | 93.8 | |
| GraphMix (Graph-U-Net)backbone=Graph-U-Net2019.09 | 93.78 | |
| Raw FeaturesInput=X, Learning Paradigm=Unsupervised2021.06 | 93.58 | |
| H2GCNAverage Rank=5.862022.10 | 93.56 | |
| INGNNAverage Rank=1.782022.10 | 93.56 | |
| MIXHOPAverage Rank=6.442022.10 | 93.33 | |
| DAGNNAverage Rank=6.782022.10 | 93.22 | |
| GS-Meanreported_in=Shchur et al., 20182019.09 | 93 | |
| GCNimplementation=this paper2019.09 | 92.9 | |
| GCNreported_in=Shchur et al., 20182019.09 | 92.8 | |
| ACM-GCNAverage Rank=7.332022.10 | 92.7 | |
| AdaGNNAverage Rank=5.332022.10 | 92.66 | |
| Graph-U-Net2019.09 | 92.57 | |
| GATAverage Rank=7.672022.10 | 92.57 | |
| GATreported_in=Shchur et al., 20182019.09 | 92.5 | |
| MoNetreported_in=Shchur et al., 20182019.09 | 92.5 | |
| GCNAverage Rank=7.782022.10 | 92.39 | |
| DeepWalkInput=A, Learning Paradigm=Unsupervised2021.06 | 91.77 | |
| BernNetAverage Rank=8.442022.10 | 91.3 | |
| LINKXAverage Rank=7.562022.10 | 89.37 | |
| GloGNNAverage Rank=6.332022.10 | 89.16 | |
| MLPAverage Rank=12.222022.10 | 82.15 |