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ResearchFormerly WizWand

Node Classification on Cora (Micro F1)

0.834Micro F1LP
0.142920.3223350.501750.681165Sep 8, 2020Mar 18, 2021Sep 26, 2021Apr 6, 2022Oct 14, 2022Apr 24, 2023Nov 2, 2023
Updated 8mo ago

Evaluation results

MethodLinks
LPsetting=Label Propagation2020.090.834
SNoRe SDFsetting=SNoRe SDF2020.090.826
NetMF (SCD)setting=NetMF (SCD)2020.090.822
SNoResetting=SNoRe2020.090.822
Deepwalksetting=Deepwalk2020.090.817
Node2Vecsetting=Node2Vec2020.090.809
ProNE2023.110.8076
VGAEsetting=VGAE2020.090.645
DeepWalk2023.110.4985
APTProtocol=fine-tuning2023.110.4751
APT-L2Protocol=fine-tuning2023.110.4748
APT-RProtocol=fine-tuning2023.110.4602
APT-GProtocol=fine-tuning2023.110.4563
APT-PProtocol=fine-tuning2023.110.4553
PPRSsetting=PPRS2020.090.445
GCCProtocol=fine-tuning, Initialization=random2023.110.437
GCCProtocol=fine-tuning, Initialization=pretrained2023.110.4334
LINEsetting=LINE2020.090.432
APTProtocol=freezing2023.110.3669
struc2vec2023.110.3601
GraphSAGE2023.110.3593
APT-PProtocol=freezing2023.110.3563
GCCProtocol=freezing2023.110.3547
APT-RProtocol=freezing2023.110.3493
APT-GProtocol=freezing2023.110.3489
APT-L2Protocol=freezing2023.110.3427
GraphCLInitialization=Pre-trained, Protocol=Fine-tune2023.110.3081
GraphCLProtocol=fine-tuning, Initialization=pretrained2023.110.3081
GraphCL-APTProtocol=Fine-tune2023.110.3063
GraphCLInitialization=Random, Protocol=Fine-tune2023.110.3045
JOAO-APTProtocol=Fine-tune2023.110.3045
GraphCLProtocol=fine-tuning, Initialization=random2023.110.3045
GAE2023.110.301
DGI2023.110.3002
JOAOInitialization=Random, Protocol=Fine-tune2023.110.2993
JOAOProtocol=fine-tuning, Initialization=random2023.110.2993
JOAOInitialization=Pre-trained, Protocol=Fine-tune2023.110.2934
JOAOProtocol=fine-tuning, Initialization=pretrained2023.110.2934
Random2023.110.268
Randomsetting=Random2020.090.246
JOAOProtocol=freezing2023.110.1813
GraphCLProtocol=freezing2023.110.1695