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ResearchFormerly WizWand

Graph-level regression on ZINC full (test)

0.014MAETIGT
0.009520.039760.070.10024Feb 25, 2022Jun 23, 2022Oct 19, 2022Feb 14, 2023Jun 12, 2023Oct 8, 2023Feb 3, 2024
Updated 8mo ago

Evaluation results

MethodLinks
TIGT2024.020.014
GRITArchitecture Category=Graph Transformers2023.050.023
GRIT2024.020.023
SignNet2022.020.024
SignNetArchitecture Category=PE-GNN2023.050.024
SignNet2024.020.024
Graphormer-GDTime (s)=12.52, Params=502,7932023.060.025
Graphormer-GDArchitecture Category=Graph Transformers2023.050.025
Graphormervariant=GD2024.020.025
CIN++Time (s)=8.29, Params=501,9672023.060.027
Graphormer + URPE-based Attention#Params=4917372022.050.028
URPETime (s)=12.4, Params=491,7372023.060.028
Graphormer-URPEArchitecture Category=Graph Transformers2023.050.028
Graphormervariant=URPE2024.020.028
NGNNParams=~500k2023.060.029
HIMP#Params=6145162022.050.036
δ-2-GNN2022.020.042
δ-2-GNNArchitecture Category=Higher-order GNNs2023.050.042
Cy2C-GNNs2024.020.042
CIN-SmallParams=~100k2023.060.044
δ-2-LGNN2022.020.045
δ-2-LGNNArchitecture Category=Higher-order GNNs2023.050.045
Graphormer#Params=4893212022.050.052
GraphormerTime (s)=12.26, Params=489,3212023.060.052
GraphormerArchitecture Category=Graph Transformers2023.050.052
Graphormer2024.020.052
GIN2022.020.088
GIN#Params=5095492022.050.088
GINTime (s)=8.05, Params=509,5492023.060.088
GINArchitecture Category=MPNNs2023.050.088
GIN2024.020.088
MoNet#Params=5040132022.050.09
MoNetTime (s)=7.19, Params=504,0132023.060.09
MoNetArchitecture Category=MPNNs2023.050.09
GAT#Params=5313452022.050.111
GATTime (s)=8.28, Params=531,3452023.060.111
GATArchitecture Category=MPNNs2023.050.111
GAT2024.020.111
GCN#Params=5050792022.050.113
GCNTime (s)=5.85, Params=505,0792023.060.113
GCNArchitecture Category=MPNNs2023.050.113
GCN2024.020.113
GraphSAGE#Params=5053412022.050.126
GraphSAGETime (s)=6.02, Params=505,3412023.060.126
GraphSAGEArchitecture Category=MPNNs2023.050.126