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ResearchFormerly WizWand

Node Classification on dd68

28.62Micro F1APT
5.833611.749317.66523.5807Nov 2, 2023
Updated 8mo ago

Evaluation results

MethodLinks
APTProtocol=fine-tuning2023.1128.62
APT-GProtocol=fine-tuning2023.1125.45
APT-PProtocol=fine-tuning2023.1125.19
APT-RProtocol=fine-tuning2023.1124.96
APT-L2Protocol=fine-tuning2023.1124.62
GCCProtocol=fine-tuning, Initialization=pretrained2023.1119.32
APT-GProtocol=freezing2023.1117.21
APT-L2Protocol=freezing2023.1116.79
APT-RProtocol=freezing2023.1116.72
APT-PProtocol=freezing2023.1116.58
APTProtocol=freezing2023.1116.57
GCCProtocol=fine-tuning, Initialization=random2023.1115.98
GCCProtocol=freezing2023.1115.83
GraphCL-APTProtocol=Fine-tune2023.1115.42
GraphCLInitialization=Pre-trained, Protocol=Fine-tune2023.1115.35
GraphCLProtocol=fine-tuning, Initialization=pretrained2023.1115.35
GraphCLInitialization=Random, Protocol=Fine-tune2023.1115.04
GraphCLProtocol=fine-tuning, Initialization=random2023.1115.04
DGI2023.1114.35
GraphSAGE2023.1114.33
GAE2023.1114.09
struc2vec2023.1113.71
JOAOInitialization=Random, Protocol=Fine-tune2023.1110.93
JOAOProtocol=fine-tuning, Initialization=random2023.1110.93
JOAO-APTProtocol=Fine-tune2023.1110.71
JOAOInitialization=Pre-trained, Protocol=Fine-tune2023.1110.54
JOAOProtocol=fine-tuning, Initialization=pretrained2023.1110.54
ProNE2023.1110.04
GraphCLProtocol=freezing2023.119.53
DeepWalk2023.118.11
JOAOProtocol=freezing2023.117.98
Random2023.116.71