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Node Classification on Pubmed v1 (test)

81.02AccuracyFT
67.780871.217974.65578.0921Mar 4, 2021Aug 8, 2021Jan 13, 2022Jun 20, 2022Nov 24, 2022May 1, 2023Oct 6, 2023

Evaluation results

MethodLinks
FTTeacher Model=APPNP, Role=Student Variant2021.0381.02—
CPF-traTeacher Model=APPNP, Role=Student Variant, Setting=Transductive2021.0380.811.6
CPF-traTeacher Model=SAGE, Role=Student Variant, Setting=Transductive2021.0380.624.2
CPF-indTeacher Model=APPNP, Role=Student Variant, Setting=Inductive2021.0380.58—
APPNPRole=Teacher Model2021.0379.5—
CPF-indTeacher Model=SAGE, Role=Student Variant, Setting=Inductive2021.0379.48—
SAGERole=Teacher Model2021.0377.36—
FTTeacher Model=SAGE, Role=Student Variant2021.0377.17—
SLAPS_RCUR_extension=R2023.1077.12—
SLAPS_UCUR_extension=U2023.1076.74—
SLAPS2023.1074.86—
GCN+KNN_RCUR_extension=R2023.1074.78—
GCN+KNN_UCUR_extension=U2023.1074.12—
GRCN_RCUR_extension=R2023.1072.82—
GRCN_UCUR_extension=U2023.1072.8—
GRCN2023.1069.24—
PLPTeacher Model=APPNP, Role=Student Variant2021.0368.66—
GCN+KNN2023.1068.66—
PLPTeacher Model=SAGE, Role=Student Variant2021.0368.29—