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ResearchFormerly WizWand

Node Classification on GraphLand Classification Aggregate

14.67AR (cls)AnyGraph
1.49324.91418.33511.7559Aug 28, 2025
Updated 4mo ago

Evaluation results

MethodLinks
AnyGraphEvaluation Protocol=In-Context Learning (ICL)2025.0814.67
MDGFMEvaluation Protocol=Fine-Tuning (FT)2025.0814
GCOPEEvaluation Protocol=Fine-Tuning (FT)2025.0813.67
SAMGPTEvaluation Protocol=Fine-Tuning (FT)2025.0813.33
OpenGraphEvaluation Protocol=In-Context Learning (ICL)2025.0812.67
TS-GNNEvaluation Protocol=In-Context Learning (ICL)2025.0812.67
GCN2025.088.67
GraphSAGE2025.088
GAT2025.087.67
GT2025.087
G2T-TabPFNv2Evaluation Protocol=In-Context Learning (ICL)2025.086.67
LightGBM-NFA2025.086.33
G2T-TabPFNv2Evaluation Protocol=Fine-Tuning (FT)2025.084.33
G2T-LimiXEvaluation Protocol=In-Context Learning (ICL)2025.082.33
G2T-TabPFNv2.5Evaluation Protocol=In-Context Learning (ICL)2025.082
G2T-LimiXEvaluation Protocol=Fine-Tuning (FT)2025.082