Node Classification on Physics Homophilic (10 train/val/test)
99.44AccuracyGraphPatcher
Evaluation Results
| Method | Links | |
|---|---|---|
| GraphPatcher2025.05 | 99.44 | |
| GCNB2025.05 | 99.33 | |
| GCN2025.05 | 99.32 | |
| DropEdge2025.05 | 99.32 | |
| DropMessage2025.05 | 99.32 | |
| DropNode2025.05 | 99.29 | |
| TUNEUP2025.05 | 99.26 | |
| MLP2025.05 | 98.02 | |
| SANArchitecture=Graph Transformer2024.07 | 96.83 | |
| GraphFM-NFTFinetuning Strategy=Node decoder finetuning2024.07 | 96.77 | |
| NAGArchitecture=Specialist Model2024.07 | 96.66 | |
| GraphFM-MFTFinetuning Strategy=MLP-only finetuning2024.07 | 96.64 | |
| H2GCNArchitecture=Heterophily-specific2024.07 | 96.28 | |
| GCNArchitecture=Message Passing2024.07 | 95.38 | |
| GATArchitecture=Attention-based2024.07 | 95.14 | |
| MLPArchitecture=Multi-Layer Perceptron2024.07 | 95.12 |