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ResearchFormerly WizWand

Node Classification on Coauthor Physics (test)

96.9AccuracyGCN-LPA
81.5685.542589.52593.5075Sep 25, 2019Mar 27, 2020Sep 28, 2020Apr 1, 2021Oct 3, 2021Apr 6, 2022Oct 8, 2022
Updated 8mo ago

Evaluation results

MethodLinks
GCN-LPA2020.0296.9
GAT2020.0296.3
GCN2020.0296.2
GCAInput=X, A, Learning Paradigm=Unsupervised2021.0695.68
GCNInput=X, A, Y, Learning Paradigm=Supervised2021.0695.65
GATInput=X, A, Y, Learning Paradigm=Supervised2021.0695.47
CCA-SSGInput=X, A, Learning Paradigm=Unsupervised2021.0695.38
MVGRLInput=X, S, A, Learning Paradigm=Unsupervised2021.0695.33
GRACEInput=X, A, Learning Paradigm=Unsupervised2021.0695.26
Linear CCAInput=X, Learning Paradigm=Unsupervised2021.0695.04
GAEInput=X, A, Learning Paradigm=Unsupervised2021.0694.92
LPAiterations=202020.0294.9
DeepWalk + featuresInput=X, A, Learning Paradigm=Unsupervised2021.0694.9
JK-Netaggregator=concat2020.0294.8
DGIInput=X, A, Learning Paradigm=Unsupervised2021.0694.51
GraphSAGEaggregator=mean2020.0294.5
GraphMix (GCN)backbone=GCN2019.0994.49
MLPhidden_layer_sizes=502020.0294.1
GPR-GNNAverage Rank=5.782022.1093.86
LRsolver=lbfgs2020.0293.8
GraphMix (Graph-U-Net)backbone=Graph-U-Net2019.0993.78
Raw FeaturesInput=X, Learning Paradigm=Unsupervised2021.0693.58
H2GCNAverage Rank=5.862022.1093.56
INGNNAverage Rank=1.782022.1093.56
MIXHOPAverage Rank=6.442022.1093.33
DAGNNAverage Rank=6.782022.1093.22
GS-Meanreported_in=Shchur et al., 20182019.0993
GCNimplementation=this paper2019.0992.9
GCNreported_in=Shchur et al., 20182019.0992.8
ACM-GCNAverage Rank=7.332022.1092.7
AdaGNNAverage Rank=5.332022.1092.66
Graph-U-Net2019.0992.57
GATAverage Rank=7.672022.1092.57
GATreported_in=Shchur et al., 20182019.0992.5
MoNetreported_in=Shchur et al., 20182019.0992.5
GCNAverage Rank=7.782022.1092.39
DeepWalkInput=A, Learning Paradigm=Unsupervised2021.0691.77
BernNetAverage Rank=8.442022.1091.3
LINKXAverage Rank=7.562022.1089.37
GloGNNAverage Rank=6.332022.1089.16
MLPAverage Rank=12.222022.1082.15