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ResearchFormerly WizWand

Graph Classification on RDT-M5K

71.5AccuracyAD-GCL
25.760837.635449.5161.3846Jul 31, 2019Jun 18, 2020May 7, 2021Mar 26, 2022Feb 12, 2023Jan 1, 2024Nov 20, 2024
Updated 7mo ago

Evaluation results

MethodLinks
AD-GCLEvaluation protocol=Unsupervised representation learning2024.0571.5
GCLLabel=70%2024.1156.81
AutoGCLEvaluation protocol=Unsupervised representation learning2024.0556.7
CDLLabel=70%2024.1156.65
CDLLabel=50%2024.1156.51
GLIALabel=50%2024.1156.11
GLIALabel=70%2024.1156.09
JOAOEvaluation protocol=Unsupervised representation learning2024.0556
GCLLabel=50%2024.1155.97
GraphCLEvaluation protocol=Unsupervised representation learning2024.0555.9
CDLLabel=30%2024.1155.31
GLIALabel=30%2024.1155.09
GCLLabel=30%2024.1155.01
NIDCLEvaluation protocol=Unsupervised representation learning2024.0555
AD-GCL-OPTSupervision=Unsupervised, Downstream Classifier=Linear2021.0654.93
AD-GCL-OPTSupervision=Unsupervised, Downstream Classifier=Linear2021.0654.93
NID AutoGCLEvaluation protocol=Unsupervised representation learning2024.0554.2
InfoGraphlabel_ratio=10%, backbone=GCN, protocol=10-Fold2021.0653.61
GCNLabel=70%2024.1153.59
GAElabel_ratio=10%, backbone=GCN, protocol=10-Fold2021.0653.58
AD-GCL-FIXlabel_ratio=10%, backbone=GCN, protocol=10-Fold2021.0653.49
InfoGraphLearning Paradigm=Unsupervised Learning, Backbone=GIN2019.0753.46
NAD-GCL-OPTSupervision=Unsupervised, Downstream Classifier=Linear2021.0653.43
NAD-GCL-OPTSupervision=Unsupervised, Downstream Classifier=Linear2021.0653.43
InfoGraphEvaluation protocol=Unsupervised representation learning2024.0553.4
F-GINSupervision=Fully supervised2021.0653.28
F-GINSupervision=Fully supervised2021.0653.28
GraphCLSupervision=Unsupervised, Downstream Classifier=Linear2021.0653.05
GraphCLSupervision=Unsupervised, Downstream Classifier=Linear2021.0653.05
AD-GCL-FIXSupervision=Unsupervised, Downstream Classifier=Linear2021.0653
AD-GCL-FIXSupervision=Unsupervised, Downstream Classifier=Linear2021.0653
NAD-GCL-FIXSupervision=Unsupervised, Downstream Classifier=Linear2021.0652.72
NAD-GCL-FIXSupervision=Unsupervised, Downstream Classifier=Linear2021.0652.72
GCNLabel=50%2024.1152.59
GraphCLlabel_ratio=10%, backbone=GCN, protocol=10-Fold2021.0652.55
G-MixupLabel=70%2024.1152.31
G-MixupLabel=50%2024.1152.27
SS-GCN-Alabel_ratio=10%, backbone=GCN, protocol=10-Fold2021.0652.01
GCNLabel=30%2024.1151.81
GATLabel=70%2024.1151.53
G-MixupLabel=30%2024.1151.45
No Pre-Trainlabel_ratio=10%, backbone=GCN, protocol=10-Fold2021.0651.33
GATLabel=50%2024.1151.23
InfoGraphSupervision=Unsupervised, Downstream Classifier=Linear2021.0651.11
InfoGraphSupervision=Unsupervised, Downstream Classifier=Linear2021.0651.11
GATLabel=30%2024.1149.83
graph2vecLearning Paradigm=Unsupervised Learning2019.0747.86
WLLearning Paradigm=Graph Kernel2019.0746.06
DGKLearning Paradigm=Graph Kernel2019.0741.27
GKLearning Paradigm=Graph Kernel2019.0741.01
SPLearning Paradigm=Graph Kernel2019.0739.55
sub2vecLearning Paradigm=Unsupervised Learning2019.0736.68
RU-GINSupervision=Unsupervised, Downstream Classifier=Linear2021.0627.52
RU-GINSupervision=Unsupervised, Downstream Classifier=Linear2021.0627.52