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Graph Regression on ZINC-12K

0.052MAE

ESA+

Updated 8d ago

Evaluation Results

Method	Links
ESA+ 2024.02		0.052
IPR-MPNN 2024.05		0.067
GPS 2024.05		0.07
GNN-SSWL+ 2026.05		0.07
PPGN++ (6) 2026.05		0.071
GRAPH MLP-MIXER 2024.05		0.073
ESC-GNN 2026.05		0.075
CIN 2021.10		0.079
GNN-AK+ 2021.10		0.08
GNN-AK+ 2021.10		0.082
GNN-AK+ 2021.10		0.083
PR-MPNN 2024.05		0.084
GNN-AK+ 2021.10		0.085
GRAPH VIT 2024.05		0.085
GNN-AK 2021.10		0.094
K-SUBGRAPH SAT 2022.02		0.094
K-SG SAT 2024.05		0.095
GINE 2024.05		0.101
GSN 2026.05		0.101
K-SUBTREE SAT 2022.02		0.102
ShareGNN 2026.05		0.107
GSN 2021.10		0.115
K-ST SAT 2024.05		0.115
GRAPHORMER 2022.02		0.122
GNN-AK+ 2021.10		0.127
GNN-AK+ 2021.10		0.127
Γ(G)*_{F_g^T} 2025.11		0.13
SAN 2022.02		0.139
PNA* 2021.10		0.14
Spasm⊛ 2025.11		0.143
Spasm⊛ 2025.11		0.147
HIMP 2021.10		0.151
Γ(G)†_{F_g^T} 2025.11		0.152
GIN 2021.10		0.163
GIN 2026.05		0.163
Spasm⊛ 2025.11		0.165
Γ(G)*_{F_g^T} 2025.11		0.167
DGN 2021.10		0.168
Γ(G)*_{F_g^T} 2025.11		0.17
Γ(G)†_{F_g^T} 2025.11		0.171
Hom + F 2025.11		0.174
Γ(G)†_{F_g^T} 2025.11		0.179
Γ(G)_{F_g^T} 2025.11		0.184
PNA 2021.10		0.188
PNA 2022.02		0.188
Hom + F 2025.11		0.207
Γ(G)_{F_g^T} 2025.11		0.217
Γ(G)_{F_g^T} 2025.11		0.217
GRAPH TRANSFORMER 2022.02		0.226
Base 2025.11		0.246
Base 2025.11		0.282
TRANSFORMER+RWPE 2022.02		0.31
GCN 2021.10		0.321
GatedGCN 2021.10		0.363
Base 2025.11		0.38
GAT 2022.02		0.384
GIN 2022.02		0.387