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ResearchFormerly WizWand

Regression on ZINC 12K (test)

0.1302MAEGIN + DIGRAF
0.1200520.1885510.257050.325549Jul 2, 2024
Updated 8mo ago

Evaluation results

MethodLinks
GIN + DIGRAFBackbone=GIN, Activation Function Category=GRAPH ACTIVATIONS, Parameter Budget=500K, Adaptation=true2024.070.1302
GIN + DIGRAF (W/O ADAP.)Backbone=GIN, Activation Function Category=GRAPH ACTIVATIONS, Parameter Budget=500K, Adaptation=false2024.070.1382
GIN + MaxoutBackbone=GIN, Activation Function Category=LEARNABLE ACTIVATIONS, Parameter Budget=500K2024.070.1587
GIN + ReLUBackbone=GIN, Activation Function Category=STANDARD ACTIVATIONS, Parameter Budget=500K2024.070.163
GIN + SwishBackbone=GIN, Activation Function Category=LEARNABLE ACTIVATIONS, Parameter Budget=500K2024.070.1636
GIN + MaxBackbone=GIN, Activation Function Category=GRAPH ACTIVATIONS, Parameter Budget=500K2024.070.1661
GIN + MedianBackbone=GIN, Activation Function Category=GRAPH ACTIVATIONS, Parameter Budget=500K2024.070.1715
GIN + LeakyReLUBackbone=GIN, Activation Function Category=STANDARD ACTIVATIONS, Parameter Budget=500K2024.070.1718
GIN + ELUBackbone=GIN, Activation Function Category=STANDARD ACTIVATIONS, Parameter Budget=500K2024.070.1741
GIN + TanhBackbone=GIN, Activation Function Category=STANDARD ACTIVATIONS, Parameter Budget=500K2024.070.1797
GIN + PReLUBackbone=GIN, Activation Function Category=LEARNABLE ACTIVATIONS, Parameter Budget=500K2024.070.1798
GIN + GeLUBackbone=GIN, Activation Function Category=STANDARD ACTIVATIONS, Parameter Budget=500K2024.070.1896
GIN + IdentityBackbone=GIN, Activation Function Category=STANDARD ACTIVATIONS, Parameter Budget=500K2024.070.246
GIN + GRELUBackbone=GIN, Activation Function Category=GRAPH ACTIVATIONS, Parameter Budget=500K2024.070.3003
GIN + SigmoidBackbone=GIN, Activation Function Category=STANDARD ACTIVATIONS, Parameter Budget=500K2024.070.3839