Graph Classification on CIFAR10 (test)
76.903Test AccuracyNeuralWalker
Evaluation results
| Method | Links | ||
|---|---|---|---|
| NeuralWalker2024.06 | 76.903 | — | |
| GREDparameter budget=≈ 500K2023.12 | 76.853 | — | |
| GRITencoding=HDSE2023.08 | 76.473 | — | |
| GRIT# Parameters=~ 100K2023.05 | 76.468 | — | |
| GRITparameter_budget=~100K, runs=mean of 42024.01 | 76.468 | — | |
| GRIT2023.08 | 76.468 | — | |
| GRITparameter budget=≈ 500K2023.12 | 76.468 | — | |
| GRITParameter limit=~ 100K2024.04 | 76.468 | — | |
| GRIT2024.06 | 76.468 | — | |
| GRIT2026.05 | 76.468 | — | |
| GraphGPSencoding=HDSE2023.08 | 76.18 | — | |
| ESA2024.02 | 75.4 | — | |
| Exphormer2023.08 | 74.696 | — | |
| EXPHORMERparameter_budget=~100K, runs=mean of 42024.01 | 74.69 | — | |
| Exphormer2024.06 | 74.69 | — | |
| GPS+GFSEBase Model Architecture=GPS, Positional and Structural Encoding (PSE)=GFSE2025.04 | 74.11 | — | |
| Graph ViT/MLP-Mixer2023.08 | 73.961 | — | |
| Graph MLP-Mixerparameter budget=≈ 500K2023.12 | 73.96 | — | |
| ARGNP (16)E=true, Params (M)=0.64, Search (day)=2.952022.05 | 73.9 | — | |
| ARGNP (8)E=true, Params (M)=0.33, Search (day)=0.842022.05 | 73.72 | — | |
| GPS2024.02 | 73.7 | — | |
| SINC-GCN2025.11 | 73.37 | — | |
| DGNE=true, Params (M)=0.11, Search (day)=manual2022.05 | 72.84 | — | |
| DGN2021.02 | 72.84 | — | |
| DGN2022.05 | 72.838 | — | |
| DGN# Parameters=~ 100K2023.05 | 72.838 | — | |
| DGNparameter_budget=~100K, runs=mean of 42024.01 | 72.838 | — | |
| DGNParameter limit=~ 100K2024.04 | 72.838 | — | |
| DGN2026.05 | 72.838 | — | |
| CKGCNParameter limit=~ 100K2024.04 | 72.785 | — | |
| DGNE=false, Params (M)=0.11, Search (day)=manual2022.05 | 72.7 | — | |
| GPS-GCCMBackbone=GPS2026.05 | 72.502 | — | |
| GPS2026.05 | 72.356 | — | |
| GPS+GPSEBase Model Architecture=GPS, Positional and Structural Encoding (PSE)=GPSE2025.04 | 72.31 | — | |
| GraphGPS2025.11 | 72.3 | — | |
| GPS2022.05 | 72.298 | — | |
| GPS# Parameters=~ 100K2023.05 | 72.298 | — | |
| GPSparameter_budget=~100K, runs=mean of 42024.01 | 72.298 | — | |
| GraphGPS2023.08 | 72.298 | — | |
| GPSparameter budget=≈ 500K2023.12 | 72.298 | — | |
| GPSParameter limit=~ 100K2024.04 | 72.298 | — | |
| GPS2024.06 | 72.298 | — | |
| GIN-AK+2022.05 | 72.19 | — | |
| GIN-AK+2021.02 | 72.19 | — | |
| GIN-AK+# Parameters=~ 100K2023.05 | 72.19 | — | |
| GIN-AK+parameter_budget=~100K, runs=mean of 42024.01 | 72.19 | — | |
| GIN-AK+2023.08 | 72.19 | — | |
| GIN-AK+Parameter limit=~ 100K2024.04 | 72.19 | — | |
| GIN-AK+2026.05 | 72.19 | — | |
| SIR-GCN2025.11 | 71.98 | — | |
| GPS+LapPEBase Model Architecture=GPS, Positional and Structural Encoding (PSE)=LapPE2025.04 | 71.87 | — | |
| ARGNP (4)E=true, Params (M)=0.17, Search (day)=0.232022.05 | 71.83 | — | |
| GPS-PCLBackbone=GPS2026.05 | 71.83 | — | |
| PNA2024.02 | 71.7 | — | |
| GPSBase Model Architecture=GPS, Positional and Structural Encoding (PSE)=None2025.04 | 71.49 | — | |
| TF+GFSEBase Model Architecture=Transformer, Positional and Structural Encoding (PSE)=GFSE2025.04 | 71.33 | — | |
| GPS+RWSEBase Model Architecture=GPS, Positional and Structural Encoding (PSE)=RWSE2025.04 | 71.3 | — | |
| EGC-M2025.11 | 71.03 | — | |
| TF+RWSEBase Model Architecture=Transformer, Positional and Structural Encoding (PSE)=RWSE2025.04 | 70.7 | — | |
| PNAE=true, Params (M)=0.11, Search (day)=manual2022.05 | 70.47 | — | |
| PNAE=false, Params (M)=0.11, Search (day)=manual2022.05 | 70.46 | — | |
| PNA2022.05 | 70.35 | — | |
| PNA2021.02 | 70.35 | — | |
| PNA# Parameters=~ 100K2023.05 | 70.35 | — | |
| PNAparameter_budget=~100K, runs=mean of 42024.01 | 70.35 | — | |
| PNA2023.08 | 70.35 | — | |
| PNAParameter limit=~ 100K2024.04 | 70.35 | — | |
| PNA2026.05 | 70.35 | — | |
| PNA2025.11 | 70.21 | — | |
| EIGENFORMER (feat.)parameter_budget=~100K, runs=single, attention_mechanism=node and edge feature2024.01 | 70.194 | — | |
| GPS-LGDBackbone=GPS2026.05 | 70.163 | — | |
| GNASDepth=4, #Param=0.43M, Search=7.20 hr, Train=3.45 hr2021.03 | 70.1 | 0.44 | |
| GNAS-MPE=false, Params (M)=0.43, Search (day)=3.22022.05 | 70.1 | — | |
| TF+GPSEBase Model Architecture=Transformer, Positional and Structural Encoding (PSE)=GPSE2025.04 | 69.57 | — | |
| GATv22024.02 | 69.5 | — | |
| GAT2024.02 | 69.3 | — | |
| ARGNP (2)E=true, Params (M)=0.1, Search (day)=0.172022.05 | 69.14 | — | |
| Transformer (TF)Base Model Architecture=Transformer, Positional and Structural Encoding (PSE)=None2025.04 | 69.04 | — | |
| CRaWl2022.05 | 69.013 | — | |
| CRAWLparameter budget=100k2021.02 | 69.013 | — | |
| CRaWl# Parameters=~ 100K2023.05 | 69.013 | — | |
| CRaW1parameter_budget=~100K, runs=mean of 42024.01 | 69.013 | — | |
| CRaW1Parameter limit=~ 100K2024.04 | 69.013 | — | |
| CRaWL2024.06 | 69.013 | — | |
| TF+LapPEBase Model Architecture=Transformer, Positional and Structural Encoding (PSE)=LapPE2025.04 | 69.01 | — | |
| EGT2022.05 | 68.702 | — | |
| EGT# Parameters=~ 100K2023.05 | 68.702 | — | |
| EGTparameter_budget=~100K, runs=mean of 42024.01 | 68.702 | — | |
| Graphormer-GD2023.08 | 68.702 | — | |
| EGTparameter budget=≈ 500K2023.12 | 68.702 | — | |
| EGTParameter limit=~ 100K2024.04 | 68.702 | — | |
| EGT2026.05 | 68.702 | — | |
| GateGCN+GFSEBase Model Architecture=GateGCN, Positional and Structural Encoding (PSE)=GFSE2025.04 | 68.39 | — | |
| GATv22025.11 | 67.48 | — | |
| ARGNP (8)E=false, Params (M)=0.33, Search (day)=0.482022.05 | 67.37 | — | |
| EIGENFORMERparameter_budget=~100K, runs=single2024.01 | 67.316 | — | |
| GatedGCN2022.05 | 67.312 | — | |
| GatedGCN2021.02 | 67.312 | — | |
| GatedGCN# Parameters=~ 100K2023.05 | 67.312 | — | |
| GatedGCNparameter_budget=~100K, runs=mean of 42024.01 | 67.312 | — |