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ResearchFormerly WizWand

Aggregate Ranking on GraphLand Suite Aggregate (RL (Random Low))

2.33AR (cls)GraphPFN
1.696.0110.3314.65Sep 25, 2025
Updated 8mo ago

Evaluation results

MethodLinks
GraphPFNEvaluation Protocol=FT, Ensemble=true2025.092.331.5
GraphPFNEvaluation Protocol=ICL, Ensemble=true2025.0935.25
GraphPFNEvaluation Protocol=FT2025.0942.75
G2T-LimiXEvaluation Protocol=FT2025.0954.25
GraphPFNEvaluation Protocol=ICL2025.095.677.12
G2T-LimiXEvaluation Protocol=FT, Ensemble=true2025.095.674.38
G2T-LimiXEvaluation Protocol=ICL, Ensemble=true2025.096.336.5
TAG-LimiXEvaluation Protocol=ICL, Ensemble=true2025.097—
G2T-LimiXEvaluation Protocol=ICL2025.097.337.5
LightGBM + NFA2025.09119.75
TAG-TabPFNv2Evaluation Protocol=ICL, Ensemble=true2025.0911.33—
GraphSAGE2025.0912.3311.25
GAT2025.0912.679.5
GT2025.0912.6710.88
GCN2025.0913.3310.25
OpenGraphEvaluation Protocol=ICL2025.0917—
TS-GNNEvaluation Protocol=ICL2025.0917.33—
GCOPEEvaluation Protocol=FT2025.0917.33—
AnyGraphEvaluation Protocol=ICL2025.0918.33—