Node Classification on CLUSTER (test)
81.586Test AccuracyGRPE-Small
Evaluation Results
| Method | Links | |
|---|---|---|
| GRPE-SmallNumber of parameters=around 500k2022.01 | 81.586 | |
| GRIT# Parameters=~ 500K2023.05 | 80.026 | |
| GRITparameter_budget=~500K, runs=mean of 42024.01 | 80.026 | |
| GRIT2023.08 | 80.026 | |
| GRITparameter budget=≈ 500K2023.12 | 80.026 | |
| GRIT2024.06 | 80.026 | |
| GRIT2026.05 | 80.026 | |
| GRITencoding=HDSE2023.08 | 79.965 | |
| EGTNumber of parameters=500k2022.01 | 79.232 | |
| EGT2022.05 | 79.232 | |
| EGT2023.04 | 79.232 | |
| EGT# Parameters=~ 500K2023.05 | 79.232 | |
| EGT2023.12 | 79.232 | |
| EGTparameter_budget=~500K, runs=mean of 42024.01 | 79.232 | |
| Graphormer-GD2023.08 | 79.232 | |
| EGTparameter budget=≈ 500K2023.12 | 79.232 | |
| EGT2026.05 | 79.232 | |
| CSA2023.04 | 79.175 | |
| GPS-GCCMBackbone=GPS2026.05 | 78.82 | |
| SATencoding=HDSE2023.08 | 78.513 | |
| GraphGPSencoding=HDSE2023.08 | 78.498 | |
| GREDparameter budget=≈ 500K2023.12 | 78.495 | |
| Sign EquivariantBase model=GPS2023.12 | 78.201 | |
| NeuralWalker2024.06 | 78.189 | |
| GPS-PCLBackbone=GPS2026.05 | 78.171 | |
| Graph ViT/MLP-Mixer2023.08 | 78.071 | |
| EXPHORMERparameter_budget=~500K, runs=mean of 42024.01 | 78.07 | |
| Exphormer2024.06 | 78.07 | |
| TransformerComplexity=O(N^2), Positional Encoding=Baseline2025.09 | 78.02 | |
| GPS2022.05 | 78.016 | |
| GPS2023.04 | 78.016 | |
| GPS# Parameters=~ 500K2023.05 | 78.016 | |
| GPS2023.12 | 78.016 | |
| GPSparameter_budget=~500K, runs=mean of 42024.01 | 78.016 | |
| GraphGPS2023.08 | 78.016 | |
| GPSparameter budget=≈ 500K2023.12 | 78.016 | |
| GPS2024.06 | 78.016 | |
| PEGBase model=GPS2023.12 | 77.945 | |
| K-Subgraph SAT2022.05 | 77.856 | |
| SAT2023.04 | 77.856 | |
| K-Subgraph SAT# Parameters=~ 500K2023.05 | 77.856 | |
| K-Subgraph SAT2023.12 | 77.856 | |
| K-Subgraph SATparameter_budget=~500K, runs=mean of 42024.01 | 77.856 | |
| SAT2023.08 | 77.856 | |
| SATparameter budget=≈ 500K2023.12 | 77.856 | |
| Graphormer2024.06 | 77.856 | |
| GPS2026.05 | 77.78 | |
| WIREModel Architecture=Performer, Complexity=O(N)2025.09 | 77.53 | |
| EIGENFORMER (feat.)parameter_budget=~500K, runs=single, attention_mechanism=node and edge feature2024.01 | 77.456 | |
| SignNetBase model=GPS2023.12 | 77.442 | |
| No PEBase model=GPS2023.12 | 77.423 | |
| ARGNP (16)E=true, Params (M)=0.52, Search (day)=1.12022.05 | 77.35 | |
| EIGENFORMERparameter_budget=~500K, runs=single2024.01 | 77.262 | |
| LapPEBase model=GPS2023.12 | 77.25 | |
| PerformerComplexity=O(N), Positional Encoding=Baseline2025.09 | 76.9 | |
| GPS-LGDBackbone=GPS2026.05 | 76.773 | |
| SANNumber of parameters=500k2022.01 | 76.691 | |
| SAN2022.05 | 76.691 | |
| SAN2023.04 | 76.691 | |
| SAN# Parameters=~ 500K2023.05 | 76.691 | |
| SAN2023.12 | 76.691 | |
| SANparameter_budget=~500K, runs=mean of 42024.01 | 76.691 | |
| SAN2023.08 | 76.691 | |
| SANparameter budget=≈ 500K2023.12 | 76.691 | |
| SAN2026.05 | 76.691 | |
| ARGNP (8)E=true, Params (M)=0.29, Search (day)=0.312022.05 | 76.32 | |
| GatedGCNNumber of parameters=500k2022.01 | 76.082 | |
| GatedGCNE=true, Params (M)=0.5, Search (day)=manual2022.05 | 76.08 | |
| GNAS-MPE=false, Params (M)=1.61, Search (day)=0.82022.05 | 74.77 | |
| ARGNP (4)E=true, Params (M)=0.15, Search (day)=0.092022.05 | 74.75 | |
| Graphormer (slim)Number of parameters=500k2022.01 | 74.66 | |
| GTencoding=HDSE2023.08 | 74.223 | |
| GatedGCN2022.05 | 73.84 | |
| GatedGCN# Parameters=~ 500K2023.05 | 73.84 | |
| GatedGCN2023.12 | 73.84 | |
| GatedGCNparameter_budget=~500K, runs=mean of 42024.01 | 73.84 | |
| GatedGCN2023.08 | 73.84 | |
| GatedGCNparameter budget=≈ 500K2023.12 | 73.84 | |
| GatedGCN2024.06 | 73.84 | |
| GatedGCN2026.05 | 73.84 | |
| GTNumber of parameters=500k2022.01 | 73.169 | |
| GT2023.08 | 73.169 | |
| ARGNP (16)E=false, Params (M)=0.53, Search (day)=0.712022.05 | 71.92 | |
| GATE=false, Params (M)=0.53, Search (day)=manual2022.05 | 70.59 | |
| GATNumber of parameters=500k2022.01 | 70.587 | |
| GAT2022.05 | 70.587 | |
| GAT# Parameters=~ 500K2023.05 | 70.587 | |
| GAT2023.12 | 70.587 | |
| GATparameter_budget=~500K, runs=mean of 42024.01 | 70.587 | |
| GATparameter budget=≈ 500K2023.12 | 70.587 | |
| GAT2024.06 | 70.587 | |
| GAT2026.05 | 70.587 | |
| SGFormer2023.08 | 69.972 | |
| GCNparameter budget=≈ 500K2023.12 | 69.026 | |
| ARGNP (8)E=false, Params (M)=0.25, Search (day)=0.22022.05 | 68.73 | |
| GCNE=false, Params (M)=0.5, Search (day)=manual2022.05 | 68.5 | |
| GCNNumber of parameters=500k2022.01 | 68.498 | |
| GCN2022.05 | 68.498 | |
| GCN# Parameters=~ 500K2023.05 | 68.498 | |
| GCN2023.12 | 68.498 |