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ResearchFormerly WizWand

Node Classification on Physics Homophilic (10 train/val/test)

99.44AccuracyGraphPatcher
94.947296.113697.2898.4464Jul 16, 2024Sep 6, 2024Oct 29, 2024Dec 20, 2024Feb 11, 2025Apr 4, 2025May 27, 2025
Updated 5mo ago

Evaluation results

MethodLinks
GraphPatcher2025.0599.44
GCNB2025.0599.33
GCN2025.0599.32
DropEdge2025.0599.32
DropMessage2025.0599.32
DropNode2025.0599.29
TUNEUP2025.0599.26
MLP2025.0598.02
SANArchitecture=Graph Transformer2024.0796.83
GraphFM-NFTFinetuning Strategy=Node decoder finetuning2024.0796.77
NAGArchitecture=Specialist Model2024.0796.66
GraphFM-MFTFinetuning Strategy=MLP-only finetuning2024.0796.64
H2GCNArchitecture=Heterophily-specific2024.0796.28
GCNArchitecture=Message Passing2024.0795.38
GATArchitecture=Attention-based2024.0795.14
MLPArchitecture=Multi-Layer Perceptron2024.0795.12