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ResearchFormerly WizWand

Node Classification on Cornell (Micro F1)

67.08Micro F1APT
25.178436.056746.93557.8133Nov 2, 2023
Updated 8mo ago

Evaluation results

MethodLinks
APTProtocol=fine-tuning2023.1167.08
APT-L2Protocol=fine-tuning2023.1167.04
APT-RProtocol=fine-tuning2023.1166.28
APT-GProtocol=fine-tuning2023.1166.09
GraphCL-APTProtocol=Fine-tune2023.1164.46
APT-PProtocol=fine-tuning2023.1164.24
GraphCLInitialization=Random, Protocol=Fine-tune2023.1163.85
GraphCLInitialization=Pre-trained, Protocol=Fine-tune2023.1163.85
GraphCLProtocol=fine-tuning, Initialization=random2023.1163.85
GraphCLProtocol=fine-tuning, Initialization=pretrained2023.1163.85
GCCProtocol=fine-tuning, Initialization=pretrained2023.1159.47
APT-L2Protocol=freezing2023.1155.11
APT-RProtocol=freezing2023.1154.48
APT-GProtocol=freezing2023.1154.45
GCCProtocol=fine-tuning, Initialization=random2023.1153.85
APTProtocol=freezing2023.1153.38
GCCProtocol=freezing2023.1152.57
JOAO-APTProtocol=Fine-tune2023.1151.92
APT-PProtocol=freezing2023.1151.9
JOAOInitialization=Pre-trained, Protocol=Fine-tune2023.1150
JOAOProtocol=fine-tuning, Initialization=pretrained2023.1150
DGI2023.1149.46
GraphSAGE2023.1147.03
GAE2023.1145.78
struc2vec2023.1145.39
JOAOInitialization=Random, Protocol=Fine-tune2023.1145.38
JOAOProtocol=fine-tuning, Initialization=random2023.1145.38
ProNE2023.1144.67
JOAOProtocol=freezing2023.1142.69
DeepWalk2023.1139.61
GraphCLProtocol=freezing2023.1138.85
Random2023.1126.79