Graph Regression on ZINC-12K
0.052MAEESA+
Evaluation Results
| Method | Links | |
|---|---|---|
| ESA+tuned=true, structural encoding=RWSE2024.02 | 0.052 | |
| IPR-MPNN2024.05 | 0.067 | |
| GPS2024.05 | 0.07 | |
| GNN-SSWL+2026.05 | 0.07 | |
| PPGN++ (6)2026.05 | 0.071 | |
| GRAPH MLP-MIXER2024.05 | 0.073 | |
| ESC-GNN2026.05 | 0.075 | |
| CIN2021.10 | 0.079 | |
| GNN-AK+backbone=GIN2021.10 | 0.08 | |
| GNN-AK+backbone=PNA*, Sampling=SubgraphDrop2021.10 | 0.082 | |
| GNN-AK+backbone=GIN, Sampling=SubgraphDrop2021.10 | 0.083 | |
| PR-MPNN2024.05 | 0.084 | |
| GNN-AK+backbone=PNA*2021.10 | 0.085 | |
| GRAPH VIT2024.05 | 0.085 | |
| GNN-AKbackbone=GIN2021.10 | 0.094 | |
| K-SUBGRAPH SATEdge weights=true2022.02 | 0.094 | |
| K-SG SAT2024.05 | 0.095 | |
| GINE2024.05 | 0.101 | |
| GSN2026.05 | 0.101 | |
| K-SUBTREE SATEdge weights=true2022.02 | 0.102 | |
| ShareGNN2026.05 | 0.107 | |
| GSN2021.10 | 0.115 | |
| K-ST SAT2024.05 | 0.115 | |
| GRAPHORMEREdge weights=false2022.02 | 0.122 | |
| GNN-AK+backbone=GCN2021.10 | 0.127 | |
| GNN-AK+backbone=GCN, Sampling=SubgraphDrop2021.10 | 0.127 | |
| Γ(G)*_{F_g^T}Backbone=GIN, Number of Parameters=500K2025.11 | 0.13 | |
| SANEdge weights=true2022.02 | 0.139 | |
| PNA*2021.10 | 0.14 | |
| Spasm⊛Backbone=GIN, Number of Parameters=500K2025.11 | 0.143 | |
| Spasm⊛Backbone=GAT, Number of Parameters=500K2025.11 | 0.147 | |
| HIMP2021.10 | 0.151 | |
| Γ(G)†_{F_g^T}Backbone=GIN, Number of Parameters=500K2025.11 | 0.152 | |
| GIN2021.10 | 0.163 | |
| GIN2026.05 | 0.163 | |
| Spasm⊛Backbone=GCN, Number of Parameters=500K2025.11 | 0.165 | |
| Γ(G)*_{F_g^T}Backbone=GCN, Number of Parameters=500K2025.11 | 0.167 | |
| DGN2021.10 | 0.168 | |
| Γ(G)*_{F_g^T}Backbone=GAT, Number of Parameters=500K2025.11 | 0.17 | |
| Γ(G)†_{F_g^T}Backbone=GAT, Number of Parameters=500K2025.11 | 0.171 | |
| Hom + FBackbone=GIN, Number of Parameters=500K2025.11 | 0.174 | |
| Γ(G)†_{F_g^T}Backbone=GCN, Number of Parameters=500K2025.11 | 0.179 | |
| Γ(G)_{F_g^T}Backbone=GIN, Number of Parameters=500K2025.11 | 0.184 | |
| PNA2021.10 | 0.188 | |
| PNAEdge weights=true2022.02 | 0.188 | |
| Hom + FBackbone=GCN, Number of Parameters=500K2025.11 | 0.207 | |
| Γ(G)_{F_g^T}Backbone=GAT, Number of Parameters=500K2025.11 | 0.217 | |
| Γ(G)_{F_g^T}Backbone=GCN, Number of Parameters=500K2025.11 | 0.217 | |
| GRAPH TRANSFORMEREdge weights=false2022.02 | 0.226 | |
| BaseBackbone=GIN, Number of Parameters=500K2025.11 | 0.246 | |
| BaseBackbone=GCN, Number of Parameters=500K2025.11 | 0.282 | |
| TRANSFORMER+RWPEEdge weights=false2022.02 | 0.31 | |
| GCN2021.10 | 0.321 | |
| GatedGCN2021.10 | 0.363 | |
| BaseBackbone=GAT, Number of Parameters=500K2025.11 | 0.38 | |
| GATEdge weights=false2022.02 | 0.384 | |
| GINEdge weights=false2022.02 | 0.387 |