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ResearchFormerly WizWand

Regression on molesol OGB

0.757RMSEF-GIN
0.509282.181393.85355.52561Jun 10, 2021Dec 13, 2021Jun 17, 2022Dec 21, 2022Jun 25, 2023Dec 28, 2023Jul 2, 2024
Updated 8mo ago

Evaluation results

MethodLinks
F-GINDownstream Classifier=Linear Regression + L2, Supervision=Fully supervised2021.060.757
AD-GCL-OPTDownstream Classifier=Linear Regression + L22021.060.812
DIGRAFBackbone=GIN, Activation=DIGRAF2024.070.8196
SigmoidBackbone=GIN, Activation=Sigmoid2024.070.884
AD-GCL-FIXDownstream Classifier=Linear Regression + L22021.060.897
DIGRAF (W/O ADAP.)Backbone=GIN, Activation=DIGRAF (W/O ADAP.)2024.070.9011
GraphCLDownstream Classifier=Linear Regression + L22021.060.91
NAD-GCL-OPTDownstream Classifier=Linear Regression + L22021.060.952
InfoGraphDownstream Classifier=Linear Regression + L22021.061.005
MedianBackbone=GIN, Activation=Median2024.071.049
NAD-GCL-FIXDownstream Classifier=Linear Regression + L22021.061.065
RU-GINDownstream Classifier=Linear Regression + L22021.061.075
PReLUBackbone=GIN, Activation=PReLU2024.071.098
ELUBackbone=GIN, Activation=ELU2024.071.104
GReLUBackbone=GIN, Activation=GReLU2024.071.108
MaxoutBackbone=GIN, Activation=Maxout2024.071.109
SwishBackbone=GIN, Activation=Swish2024.071.113
GeLUBackbone=GIN, Activation=GeLU2024.071.147
ReLUBackbone=GIN, Activation=ReLU2024.071.173
TanhBackbone=GIN, Activation=Tanh2024.071.19
MaxBackbone=GIN, Activation=Max2024.071.199
LeakyReLUBackbone=GIN, Activation=LeakyReLU2024.071.219
Re-training from Scratchmode=from scratch2023.041.3
IdentityBackbone=GIN, Activation=Identity2024.071.402
MetaGPmode=reusing, type=Ours2023.042.05
Vanilla Reusingmode=reusing2023.046.95