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ResearchFormerly WizWand

Node Classification on Coauthor PHY (Micro F1)

95.84Micro F1GB-CGNN
30.798447.684264.5781.4558Sep 8, 2020Aug 12, 2021Jul 16, 2022Jun 20, 2023May 23, 2024Apr 26, 2025Mar 31, 2026
Updated 7mo ago

Evaluation results

MethodLinks
GB-CGNN2026.0395.84
GB-CGNNcoarse-grained initialization=false2026.0395.82
Cluster-GCN2026.0395.81
GB-CGNNfine-grained binary splitting=false2026.0395.75
GraphSAGE2026.0395.64
GraphSAINT2026.0395.48
SGBGC2026.0395.17
Deepwalksetting=Deepwalk2020.0993.5
NetMF (SCD)setting=NetMF (SCD)2020.0993.5
Node2Vecsetting=Node2Vec2020.0993.1
GAT2026.0392.31
SNoRe SDFsetting=SNoRe SDF2020.0988.7
LINEsetting=LINE2020.0975.4
SNoResetting=SNoRe2020.0960.5
FastGCN2026.0358.86
GCN2026.0352.41
Randomsetting=Random2020.0950.5
PPRSsetting=PPRS2020.0950.5
AS-GCN2026.0350.03
LPsetting=Label Propagation2020.0933.3