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ResearchFormerly WizWand

Node Classification on Reddit inductive (test)

97.1Micro F1SAGN+1-SLE
29.81247.28164.7582.219Mar 20, 2018Sep 23, 2018Mar 30, 2019Oct 4, 2019Apr 8, 2020Oct 13, 2020Apr 19, 2021
Updated 8mo ago

Evaluation results

MethodLinks
SAGN+1-SLESLE stages=12021.0497.1
SAGN+2-SLESLE stages=22021.0497.1
SAGNSLE stages=02021.0496.9
SIGN2021.0496.8
GraphSaint2021.0496.6
Stochastic-GCN2021.0496.4
GaANSampling=S1=25, S2=102018.0396.36
Attention-onlySampling=S1=25, S2=102018.0396.19
Pairwise+sigmoidSampling=S1=25, S2=102018.0395.86
Pairwise+tanhSampling=S1=25, S2=102018.0395.8
AS-GCN2021.0495.8
Avg. poolingSampling=S1=25, S2=102018.0395.78
Max poolingSampling=S1=25, S2=102018.0395.62
GraphSAGESampling=S1=25, S2=102018.0395.4
ClusterGCN2021.0495.4
GraphSAGE2021.0495.3
SGC2021.0494.9
FastGCNAvailable data=X, A, Y2018.0993.7
Fast GCNSampling=S1=25, S2=102018.0393.7
GCN2021.0493.3
FastGCN2021.0492.4
GraphSAGE-GCNAvailable data=X, A2018.0990.8
GraphSAGE-LSTMAvailable data=X, A2018.0990.7
GraphSAGE-meanAvailable data=X, A2018.0989.7
GraphSAGE-poolAvailable data=X, A2018.0989.2
2-Layer FNNSampling=S1=25, S2=102018.0373.58
DeepWalk + featuresAvailable data=X, A2018.0969.1
Raw featuresAvailable data=X2018.0958.5
DeepWalkAvailable data=A2018.0932.4