Aggregate Ranking on GraphLand Suite Aggregate (RL (Random Low))
2.33AR (cls)GraphPFN
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| GraphPFNEvaluation Protocol=FT, Ensemble=true2025.09 | 2.33 | 1.5 | |
| GraphPFNEvaluation Protocol=ICL, Ensemble=true2025.09 | 3 | 5.25 | |
| GraphPFNEvaluation Protocol=FT2025.09 | 4 | 2.75 | |
| G2T-LimiXEvaluation Protocol=FT2025.09 | 5 | 4.25 | |
| GraphPFNEvaluation Protocol=ICL2025.09 | 5.67 | 7.12 | |
| G2T-LimiXEvaluation Protocol=FT, Ensemble=true2025.09 | 5.67 | 4.38 | |
| G2T-LimiXEvaluation Protocol=ICL, Ensemble=true2025.09 | 6.33 | 6.5 | |
| TAG-LimiXEvaluation Protocol=ICL, Ensemble=true2025.09 | 7 | — | |
| G2T-LimiXEvaluation Protocol=ICL2025.09 | 7.33 | 7.5 | |
| LightGBM + NFA2025.09 | 11 | 9.75 | |
| TAG-TabPFNv2Evaluation Protocol=ICL, Ensemble=true2025.09 | 11.33 | — | |
| GraphSAGE2025.09 | 12.33 | 11.25 | |
| GAT2025.09 | 12.67 | 9.5 | |
| GT2025.09 | 12.67 | 10.88 | |
| GCN2025.09 | 13.33 | 10.25 | |
| OpenGraphEvaluation Protocol=ICL2025.09 | 17 | — | |
| TS-GNNEvaluation Protocol=ICL2025.09 | 17.33 | — | |
| GCOPEEvaluation Protocol=FT2025.09 | 17.33 | — | |
| AnyGraphEvaluation Protocol=ICL2025.09 | 18.33 | — |