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ResearchFormerly WizWand

Node Classification on CLUSTER (test)

81.586Test AccuracyGRPE-Small
67.9744871.5082475.04278.57576Jan 30, 2022Oct 16, 2022Jul 3, 2023Mar 19, 2024Dec 3, 2024Aug 20, 2025May 7, 2026
Updated 4mo ago

Evaluation results

MethodLinks
GRPE-SmallNumber of parameters=around 500k2022.0181.586
GRIT# Parameters=~ 500K2023.0580.026
GRITparameter_budget=~500K, runs=mean of 42024.0180.026
GRIT2023.0880.026
GRITparameter budget=≈ 500K2023.1280.026
GRIT2024.0680.026
GRIT2026.0580.026
GRITencoding=HDSE2023.0879.965
EGTNumber of parameters=500k2022.0179.232
EGT2022.0579.232
EGT2023.0479.232
EGT# Parameters=~ 500K2023.0579.232
EGT2023.1279.232
EGTparameter_budget=~500K, runs=mean of 42024.0179.232
Graphormer-GD2023.0879.232
EGTparameter budget=≈ 500K2023.1279.232
EGT2026.0579.232
CSA2023.0479.175
GPS-GCCMBackbone=GPS2026.0578.82
SATencoding=HDSE2023.0878.513
GraphGPSencoding=HDSE2023.0878.498
GREDparameter budget=≈ 500K2023.1278.495
Sign EquivariantBase model=GPS2023.1278.201
NeuralWalker2024.0678.189
GPS-PCLBackbone=GPS2026.0578.171
Graph ViT/MLP-Mixer2023.0878.071
EXPHORMERparameter_budget=~500K, runs=mean of 42024.0178.07
Exphormer2024.0678.07
TransformerComplexity=O(N^2), Positional Encoding=Baseline2025.0978.02
GPS2022.0578.016
GPS2023.0478.016
GPS# Parameters=~ 500K2023.0578.016
GPS2023.1278.016
GPSparameter_budget=~500K, runs=mean of 42024.0178.016
GraphGPS2023.0878.016
GPSparameter budget=≈ 500K2023.1278.016
GPS2024.0678.016
PEGBase model=GPS2023.1277.945
K-Subgraph SAT2022.0577.856
SAT2023.0477.856
K-Subgraph SAT# Parameters=~ 500K2023.0577.856
K-Subgraph SAT2023.1277.856
K-Subgraph SATparameter_budget=~500K, runs=mean of 42024.0177.856
SAT2023.0877.856
SATparameter budget=≈ 500K2023.1277.856
Graphormer2024.0677.856
GPS2026.0577.78
WIREModel Architecture=Performer, Complexity=O(N)2025.0977.53
EIGENFORMER (feat.)parameter_budget=~500K, runs=single, attention_mechanism=node and edge feature2024.0177.456
SignNetBase model=GPS2023.1277.442
No PEBase model=GPS2023.1277.423
ARGNP (16)E=true, Params (M)=0.52, Search (day)=1.12022.0577.35
EIGENFORMERparameter_budget=~500K, runs=single2024.0177.262
LapPEBase model=GPS2023.1277.25
PerformerComplexity=O(N), Positional Encoding=Baseline2025.0976.9
GPS-LGDBackbone=GPS2026.0576.773
SANNumber of parameters=500k2022.0176.691
SAN2022.0576.691
SAN2023.0476.691
SAN# Parameters=~ 500K2023.0576.691
SAN2023.1276.691
SANparameter_budget=~500K, runs=mean of 42024.0176.691
SAN2023.0876.691
SANparameter budget=≈ 500K2023.1276.691
SAN2026.0576.691
ARGNP (8)E=true, Params (M)=0.29, Search (day)=0.312022.0576.32
GatedGCNNumber of parameters=500k2022.0176.082
GatedGCNE=true, Params (M)=0.5, Search (day)=manual2022.0576.08
GNAS-MPE=false, Params (M)=1.61, Search (day)=0.82022.0574.77
ARGNP (4)E=true, Params (M)=0.15, Search (day)=0.092022.0574.75
Graphormer (slim)Number of parameters=500k2022.0174.66
GTencoding=HDSE2023.0874.223
GatedGCN2022.0573.84
GatedGCN# Parameters=~ 500K2023.0573.84
GatedGCN2023.1273.84
GatedGCNparameter_budget=~500K, runs=mean of 42024.0173.84
GatedGCN2023.0873.84
GatedGCNparameter budget=≈ 500K2023.1273.84
GatedGCN2024.0673.84
GatedGCN2026.0573.84
GTNumber of parameters=500k2022.0173.169
GT2023.0873.169
ARGNP (16)E=false, Params (M)=0.53, Search (day)=0.712022.0571.92
GATE=false, Params (M)=0.53, Search (day)=manual2022.0570.59
GATNumber of parameters=500k2022.0170.587
GAT2022.0570.587
GAT# Parameters=~ 500K2023.0570.587
GAT2023.1270.587
GATparameter_budget=~500K, runs=mean of 42024.0170.587
GATparameter budget=≈ 500K2023.1270.587
GAT2024.0670.587
GAT2026.0570.587
SGFormer2023.0869.972
GCNparameter budget=≈ 500K2023.1269.026
ARGNP (8)E=false, Params (M)=0.25, Search (day)=0.22022.0568.73
GCNE=false, Params (M)=0.5, Search (day)=manual2022.0568.5
GCNNumber of parameters=500k2022.0168.498
GCN2022.0568.498
GCN# Parameters=~ 500K2023.0568.498
GCN2023.1268.498