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ResearchFormerly WizWand

Graph Regression on ZINC-12K

0.052MAEESA+
0.03860.129050.21950.30995Oct 7, 2021Jul 15, 2022Apr 23, 2023Jan 30, 2024Nov 7, 2024Aug 16, 2025May 25, 2026
Updated 5mo ago

Evaluation results

MethodLinks
ESA+tuned=true, structural encoding=RWSE2024.020.052
IPR-MPNN2024.050.067
GPS2024.050.07
GNN-SSWL+2026.050.07
PPGN++ (6)2026.050.071
GRAPH MLP-MIXER2024.050.073
ESC-GNN2026.050.075
CIN2021.100.079
GNN-AK+backbone=GIN2021.100.08
GNN-AK+backbone=PNA*, Sampling=SubgraphDrop2021.100.082
GNN-AK+backbone=GIN, Sampling=SubgraphDrop2021.100.083
PR-MPNN2024.050.084
GNN-AK+backbone=PNA*2021.100.085
GRAPH VIT2024.050.085
GNN-AKbackbone=GIN2021.100.094
K-SUBGRAPH SATEdge weights=true2022.020.094
K-SG SAT2024.050.095
GINE2024.050.101
GSN2026.050.101
K-SUBTREE SATEdge weights=true2022.020.102
ShareGNN2026.050.107
GSN2021.100.115
K-ST SAT2024.050.115
GRAPHORMEREdge weights=false2022.020.122
GNN-AK+backbone=GCN2021.100.127
GNN-AK+backbone=GCN, Sampling=SubgraphDrop2021.100.127
Γ(G)*_{F_g^T}Backbone=GIN, Number of Parameters=500K2025.110.13
SANEdge weights=true2022.020.139
PNA*2021.100.14
Spasm⊛Backbone=GIN, Number of Parameters=500K2025.110.143
Spasm⊛Backbone=GAT, Number of Parameters=500K2025.110.147
HIMP2021.100.151
Γ(G)†_{F_g^T}Backbone=GIN, Number of Parameters=500K2025.110.152
GIN2021.100.163
GIN2026.050.163
Spasm⊛Backbone=GCN, Number of Parameters=500K2025.110.165
Γ(G)*_{F_g^T}Backbone=GCN, Number of Parameters=500K2025.110.167
DGN2021.100.168
Γ(G)*_{F_g^T}Backbone=GAT, Number of Parameters=500K2025.110.17
Γ(G)†_{F_g^T}Backbone=GAT, Number of Parameters=500K2025.110.171
Hom + FBackbone=GIN, Number of Parameters=500K2025.110.174
Γ(G)†_{F_g^T}Backbone=GCN, Number of Parameters=500K2025.110.179
Γ(G)_{F_g^T}Backbone=GIN, Number of Parameters=500K2025.110.184
PNA2021.100.188
PNAEdge weights=true2022.020.188
Hom + FBackbone=GCN, Number of Parameters=500K2025.110.207
Γ(G)_{F_g^T}Backbone=GAT, Number of Parameters=500K2025.110.217
Γ(G)_{F_g^T}Backbone=GCN, Number of Parameters=500K2025.110.217
GRAPH TRANSFORMEREdge weights=false2022.020.226
BaseBackbone=GIN, Number of Parameters=500K2025.110.246
BaseBackbone=GCN, Number of Parameters=500K2025.110.282
TRANSFORMER+RWPEEdge weights=false2022.020.31
GCN2021.100.321
GatedGCN2021.100.363
BaseBackbone=GAT, Number of Parameters=500K2025.110.38
GATEdge weights=false2022.020.384
GINEdge weights=false2022.020.387