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Node Classification on Flickr (inductive)

54.6Micro F1SAGN+2-SLE
47.8449.59551.3553.105Apr 19, 2021

Evaluation results

MethodLinks
SAGN+2-SLESLE stages=22021.0454.6—
SAGN+1-SLESLE stages=12021.0454.3—
SIGN2021.0451.4—
SAGNSLE stages=02021.0451.4—
GraphSaint2021.0451.1—
FastGCN2021.0450.4—
AS-GCN2021.0450.4—
SGC2021.0450.2—
GraphSAGE2021.0450.1—
GCN2021.0449.2—
Stochastic-GCN2021.0448.2—
ClusterGCN2021.0448.1—
Cluster-GCN2022.06—48.1
GAMLP(JK)Attention Mechanism=JK2022.06—54.12
GAMLP(R)Attention Mechanism=R2022.06—53.12
GraphSAGE2022.06—50.1
GraphSAINT2022.06—51.1
SGC2022.06—50.2