Graph Regression on ZINC 12K (test)
0.058MAEFloydNet
Evaluation results
| Method | Links | ||
|---|---|---|---|
| FloydNetClass=Ours2026.01 | 0.058 | — | |
| GRIT# Parameters=~ 500K2023.05 | 0.059 | — | |
| GRITparameter budget=≈ 500K2023.12 | 0.059 | — | |
| ET+RRWPClass=GTs2026.01 | 0.059 | — | |
| GRITType=GT, Parameter budget=500K2026.04 | 0.059 | — | |
| SigGate-GTType=GT, Parameter budget=500K2026.04 | 0.059 | — | |
| ExphormerType=GT, Parameter budget=500K2026.04 | 0.066 | — | |
| Local 2-GNNClass=GNNs2026.01 | 0.069 | — | |
| GPS# Parameters=~ 500K2023.05 | 0.07 | — | |
| GPSparameter budget=≈ 500K2023.12 | 0.07 | — | |
| GPSparameter budget=500k2024.04 | 0.07 | — | |
| GNN-SSWL+parameter budget=500k2024.04 | 0.07 | — | |
| GraphGPSType=GT, Parameter budget=500K2026.04 | 0.07 | — | |
| PPGN++ (6)parameter budget=500k2024.04 | 0.071 | — | |
| Graph MLP-Mixerparameter budget=≈ 500K2023.12 | 0.073 | — | |
| d-DRFWL(2) GNNNumber of runs=102023.09 | 0.077 | — | |
| GREDparameter budget=≈ 500K2023.12 | 0.077 | — | |
| CINK=NA2023.06 | 0.079 | — | |
| CIN2021.02 | 0.079 | — | |
| CIN# Parameters=~ 500K2023.05 | 0.079 | — | |
| CINNumber of runs=102023.09 | 0.079 | — | |
| CINparameter budget=500k2024.04 | 0.079 | — | |
| PPGNparameter budget=500k2024.04 | 0.079 | — | |
| GIN-AK+2021.02 | 0.08 | — | |
| GIN-AK+# Parameters=~ 500K2023.05 | 0.08 | — | |
| GNNAK+Number of runs=102023.09 | 0.08 | — | |
| Graphormer-GD# Parameters=~ 500K2023.05 | 0.081 | — | |
| GRAPHORMER-GDparameter budget=500k2024.04 | 0.081 | — | |
| GraphormerClass=GTs2026.01 | 0.081 | — | |
| GNN-SSWLparameter budget=500k2024.04 | 0.082 | — | |
| SUN (EGO)Number of runs=102023.09 | 0.083 | — | |
| I2-GNNNumber of runs=102023.09 | 0.083 | — | |
| SUN (EGO+)parameter budget=500k2024.04 | 0.084 | — | |
| CRAWLparameter budget=500k2021.02 | 0.085 | — | |
| CRaWl# Parameters=~ 500K2023.05 | 0.085 | — | |
| Graphormer-URPE# Parameters=~ 500K2023.05 | 0.086 | — | |
| DS-GNN (NM)parameter budget=500k2024.04 | 0.087 | — | |
| PathNN-APK=42023.06 | 0.09 | — | |
| GatedGCN-LSPE# Parameters=~ 500K2023.05 | 0.09 | — | |
| PathNNparameter budget=≈ 500K2023.12 | 0.09 | — | |
| GNN-AK+parameter budget=500k2024.04 | 0.091 | — | |
| KP-GINK=NA2023.06 | 0.093 | — | |
| KP-GINparameter budget=≈ 500K2023.12 | 0.093 | — | |
| GRPE-Small#Params=489k, fine-tuned=false2022.01 | 0.094 | — | |
| SAT2021.02 | 0.094 | — | |
| K-Subgraph SAT# Parameters=~ 500K2023.05 | 0.094 | — | |
| CIN-smallNumber of runs=102023.09 | 0.094 | — | |
| K-subgraph SATparameter budget=≈ 500K2023.12 | 0.094 | — | |
| DSS-GNN (EGO+)parameter budget=500k2024.04 | 0.097 | — | |
| GSN# Parameters=~ 500K2023.05 | 0.101 | — | |
| GSNparameter budget=500k2024.04 | 0.101 | — | |
| ESANK=NA2023.06 | 0.102 | — | |
| PathNN-SPK=42023.06 | 0.104 | — | |
| DS-GNN (EGO+)parameter budget=500k2024.04 | 0.105 | — | |
| GNN-AKparameter budget=500k2024.04 | 0.105 | — | |
| EGT#Params=≈500k, fine-tuned=false2022.01 | 0.108 | — | |
| GSNparameter budget=not reported2021.02 | 0.108 | — | |
| EGT# Parameters=~ 500K2023.05 | 0.108 | — | |
| Subgraph GNNClass=GNNs2026.01 | 0.11 | — | |
| RFP-QR-L, A, Slearn-DSSparameter budget=500k2024.04 | 0.1106 | — | |
| Nested GINNumber of runs=10, Virtual node=true2023.09 | 0.111 | — | |
| NGNNparameter budget=500k2024.04 | 0.111 | — | |
| GSNNumber of runs=102023.09 | 0.115 | — | |
| GIN + GRANOLABackbone=GIN, Normalization Layer=GRANOLA, Parameter Budget=500k2024.04 | 0.1203 | — | |
| GIN + GRANOLAbackbone=GIN, parameter budget=500k2024.04 | 0.1203 | — | |
| Graphormer (slim)#Params=489k, fine-tuned=false2022.01 | 0.122 | — | |
| GraphormerK=NA2023.06 | 0.122 | — | |
| Graphormer# Parameters=~ 500K2023.05 | 0.122 | — | |
| Graphormerparameter budget=≈ 500K2023.12 | 0.122 | — | |
| GRAPHORMERparameter budget=500k2024.04 | 0.122 | — | |
| GraphormerType=GT, Parameter budget=500K2026.04 | 0.122 | — | |
| GIN + GRANOLA-MSbackbone=GIN, parameter budget=500k2024.04 | 0.1238 | — | |
| RWPEparameter budget=500k2024.04 | 0.1279 | — | |
| PathNN-SP+K=42023.06 | 0.131 | — | |
| PNAparameter budget=500k2024.04 | 0.133 | — | |
| RFP - l2 - L, Aparameter budget=500k2024.04 | 0.1368 | — | |
| MPNNClass=GNNs2026.01 | 0.138 | — | |
| SAN#Params=509k, fine-tuned=false2022.01 | 0.139 | — | |
| SAN2021.02 | 0.139 | — | |
| SAN# Parameters=~ 500K2023.05 | 0.139 | — | |
| SANparameter budget=≈ 500K2023.12 | 0.139 | — | |
| SANType=GT, Parameter budget=500K2026.04 | 0.139 | — | |
| GSN2020.06 | 0.14 | 0.115 | |
| PNA#Params=387k, fine-tuned=false2022.01 | 0.142 | — | |
| PNA2021.02 | 0.142 | — | |
| MPNN (sum)#Params=481k, fine-tuned=true2022.01 | 0.145 | — | |
| GIN + GRANOLA-NO-RNFBackbone=GIN, Normalization Layer=GRANOLA-NO-RNF, Parameter Budget=500k2024.04 | 0.1497 | — | |
| GIN + GRANOLA-NO-RNFbackbone=GIN, parameter budget=500k2024.04 | 0.1497 | — | |
| HIMPparameter budget=not reported2021.02 | 0.151 | — | |
| HIMPNumber of runs=102023.09 | 0.151 | — | |
| GIN + Laplacian PEbackbone=GIN, parameter budget=500k2024.04 | 0.1557 | — | |
| GIN + RNF-NORMBackbone=GIN, Normalization Layer=RNF-NORM, Parameter Budget=500k2024.04 | 0.1562 | — | |
| GIN + RNF-NORMbackbone=GIN, parameter budget=500k2024.04 | 0.1562 | — | |
| GIN + SuperNormBackbone=GIN, Normalization Layer=SuperNorm, Parameter Budget=500k2024.04 | 0.1574 | — | |
| GIN + SuperNormbackbone=GIN, normalization=SuperNorm, parameter budget=500k2024.04 | 0.1574 | — | |
| GIN + LayerNorm-graphBackbone=GIN, Normalization Layer=LayerNorm-graph, Parameter Budget=500k2024.04 | 0.1609 | — | |
| GIN + LayerNorm-graphbackbone=GIN, normalization=LayerNorm-graph, parameter budget=500k2024.04 | 0.1609 | — | |
| GNNML3K=NA2023.06 | 0.161 | — | |
| GNNML2020.06 | 0.161 | — | |
| GIN + BatchNorm + RNF-PEBackbone=GIN, Normalization Layer=BatchNorm + RNF-PE, Parameter Budget=500k2024.04 | 0.1621 | — |