Graph Regression on ZINC (test)
0.017MAEESA
Evaluation results
| Method | Links | ||
|---|---|---|---|
| ESAPositional Encoding=True2024.02 | 0.017 | — | |
| GPS2024.02 | 0.024 | — | |
| ESAPositional Encoding=False2024.02 | 0.027 | — | |
| Graphormer2024.02 | 0.036 | — | |
| TokenGT2024.02 | 0.047 | — | |
| NeuralWalkerPre-training strategy=true2024.06 | 0.053 | — | |
| STGT2026.02 | 0.055 | — | |
| PNA2024.02 | 0.057 | — | |
| GRITparameter_budget=~500K, runs=mean of 42024.01 | 0.059 | — | |
| GRIT2023.08 | 0.059 | — | |
| GRITencoding=HDSE2023.08 | 0.059 | — | |
| GRITParameter limit=< 500K2024.04 | 0.059 | — | |
| CKGCNParameter limit=< 500K2024.04 | 0.059 | — | |
| GRIT2024.06 | 0.059 | — | |
| GRIT2026.02 | 0.059 | — | |
| GRIT2026.05 | 0.059 | — | |
| GraphGPSencoding=HDSE2023.08 | 0.062 | — | |
| GNNPlus2026.02 | 0.065 | — | |
| Specformer2023.08 | 0.066 | — | |
| SpecformerParameter limit=< 500K2024.04 | 0.066 | — | |
| Specformer2026.02 | 0.066 | — | |
| GIN2024.02 | 0.068 | — | |
| GPS-PCLBackbone=GPS2026.05 | 0.069 | — | |
| Spec-GNNumber of Parameters=503k2021.12 | 0.0698 | — | |
| GPS2022.05 | 0.07 | — | |
| GPSparameter_budget=~500K, runs=mean of 42024.01 | 0.07 | — | |
| GraphGPS2023.08 | 0.07 | — | |
| GPSParameter limit=< 500K2024.04 | 0.07 | — | |
| GPS2024.06 | 0.07 | — | |
| GraphGPS2026.02 | 0.07 | — | |
| Norm-GNNumber of Parameters=500k2021.12 | 0.0709 | — | |
| Cluster-GT2026.02 | 0.071 | — | |
| GPS-GCCMBackbone=GPS2026.05 | 0.071 | — | |
| GraphGPS# Parameters=423,7172026.06 | 0.071 | 33.24 | |
| GPS2026.05 | 0.072 | — | |
| Graph ViT/MLP-Mixer2023.08 | 0.073 | — | |
| Graph ViT2026.02 | 0.073 | — | |
| EIGENFORMERparameter_budget=~500K, runs=single2024.01 | 0.077 | — | |
| GAT2024.02 | 0.078 | — | |
| CIN2022.05 | 0.079 | — | |
| CINparameter_budget=~500K, runs=mean of 42024.01 | 0.079 | — | |
| CIN2023.08 | 0.079 | — | |
| CINParameter limit=< 500K2024.04 | 0.079 | — | |
| GATv22024.02 | 0.079 | — | |
| GIN-AK+2022.05 | 0.08 | — | |
| GIN-AK+parameter_budget=~500K, runs=mean of 42024.01 | 0.08 | — | |
| GIN-AK+2023.08 | 0.08 | — | |
| GIN-AK+Parameter limit=< 500K2024.04 | 0.08 | — | |
| GIN-AK+2026.05 | 0.08 | — | |
| Graphormer-GDparameter_budget=~500K, runs=mean of 42024.01 | 0.081 | — | |
| Graphormer-GD2023.08 | 0.081 | — | |
| Graphormer-GDParameter limit=< 500K2024.04 | 0.081 | — | |
| SATencoding=HDSE2023.08 | 0.084 | — | |
| CRaWl2022.05 | 0.085 | — | |
| CRaW1parameter_budget=~500K, runs=mean of 42024.01 | 0.085 | — | |
| CRaW1Parameter limit=< 500K2024.04 | 0.085 | — | |
| CRaWL2024.06 | 0.085 | — | |
| GPS-LGDBackbone=GPS2026.05 | 0.085 | — | |
| Graphormer-URPEparameter_budget=~500K, runs=mean of 42024.01 | 0.086 | — | |
| Graphormer-URPEParameter limit=< 500K2024.04 | 0.086 | — | |
| EIGENFORMER (feat.)parameter_budget=~500K, runs=single, attention_mechanism=node and edge feature2024.01 | 0.089 | — | |
| SAT2024.06 | 0.089 | — | |
| GatedGCN-LSPENumber of Parameters=~500k2021.10 | 0.09 | — | |
| GatedGCN-LSPEPositional/Structural Encodings=LSPE2022.05 | 0.09 | — | |
| GatedGCN-LSPEparameter_budget=~500K, runs=mean of 42024.01 | 0.09 | — | |
| GatedGCN-LSPEParameter limit=< 500K2024.04 | 0.09 | — | |
| K-Subgraph SAT2022.05 | 0.094 | — | |
| K-Subgraph SATparameter_budget=~500K, runs=mean of 42024.01 | 0.094 | — | |
| SAT2023.08 | 0.094 | — | |
| K-Subgraph SATParameter limit=< 500K2024.04 | 0.094 | — | |
| ESAN + SSMAaggregation=SSMA2024.09 | 0.096 | — | |
| GSNNumber of Parameters=523k2021.12 | 0.101 | — | |
| GSN2022.05 | 0.101 | — | |
| PNAPE=MAP, k=8, #Param=462K2023.10 | 0.101 | — | |
| GSNparameter_budget=~500K, runs=mean of 42024.01 | 0.101 | — | |
| GSNParameter limit=< 500K2024.04 | 0.101 | — | |
| ESANaggregation=sum, reported=true2024.09 | 0.102 | — | |
| PNAPE=SignNet, k=8, #Param=476K2023.10 | 0.105 | — | |
| Resistance Transformer# Parameters=573,9222026.06 | 0.106 | 16.44 | |
| EGT2022.05 | 0.108 | — | |
| EGTparameter_budget=~500K, runs=mean of 42024.01 | 0.108 | — | |
| EGT2023.08 | 0.108 | — | |
| EGTParameter limit=< 500K2024.04 | 0.108 | — | |
| EGT2026.02 | 0.108 | — | |
| EGT2026.05 | 0.108 | — | |
| GatedGCNPE=MAP, k=8, #Param=486K2023.10 | 0.12 | — | |
| GatedGCNPE=SignNet, k=8, #Param=495K2023.10 | 0.121 | — | |
| GraphormerSLIMnumber of parameters=489,3212021.06 | 0.122 | — | |
| GraphormerNumber of Parameters=~500k2021.10 | 0.122 | — | |
| GraphormerNumber of Parameters=489k2021.12 | 0.122 | — | |
| Graphormer2022.05 | 0.122 | — | |
| Graphormerparameter_budget=~500K, runs=mean of 42024.01 | 0.122 | — | |
| GraphormerParameter limit=< 500K2024.04 | 0.122 | — | |
| Graphormer2024.06 | 0.122 | — | |
| Graphormer2026.02 | 0.122 | — | |
| Graphormer# Parameters=489,3212026.06 | 0.122 | 16.75 | |
| Resistance MPNN# Parameters=95,6012026.06 | 0.127 | 82.36 | |
| PNAPE=LapPE + RS, k=8, #Param=474K2023.10 | 0.132 | — | |
| Biharmonic Transformer# Parameters=573,9222026.06 | 0.132 | 13.2 | |
| ARGNP (16)E=true, Params (M)=0.52, Search (day)=0.152022.05 | 0.136 | — |