Node Classification on GraphLand Classification Aggregate
14.67AR (cls)AnyGraph
Evaluation Results
| Method | Links | |
|---|---|---|
| AnyGraphEvaluation Protocol=In-Context Learning (ICL)2025.08 | 14.67 | |
| MDGFMEvaluation Protocol=Fine-Tuning (FT)2025.08 | 14 | |
| GCOPEEvaluation Protocol=Fine-Tuning (FT)2025.08 | 13.67 | |
| SAMGPTEvaluation Protocol=Fine-Tuning (FT)2025.08 | 13.33 | |
| OpenGraphEvaluation Protocol=In-Context Learning (ICL)2025.08 | 12.67 | |
| TS-GNNEvaluation Protocol=In-Context Learning (ICL)2025.08 | 12.67 | |
| GCN2025.08 | 8.67 | |
| GraphSAGE2025.08 | 8 | |
| GAT2025.08 | 7.67 | |
| GT2025.08 | 7 | |
| G2T-TabPFNv2Evaluation Protocol=In-Context Learning (ICL)2025.08 | 6.67 | |
| LightGBM-NFA2025.08 | 6.33 | |
| G2T-TabPFNv2Evaluation Protocol=Fine-Tuning (FT)2025.08 | 4.33 | |
| G2T-LimiXEvaluation Protocol=In-Context Learning (ICL)2025.08 | 2.33 | |
| G2T-TabPFNv2.5Evaluation Protocol=In-Context Learning (ICL)2025.08 | 2 | |
| G2T-LimiXEvaluation Protocol=Fine-Tuning (FT)2025.08 | 2 |