Node Classification on DBLP inductive (test)
59.83AccuracyADAR
Evaluation results
| Method | Links | |
|---|---|---|
| ADARTrainable Params=100%, Total Params=0.4M, Evaluation Setting=Zero-shot Inductive2026.06 | 59.83 | |
| GATTrainable Params=100%, Total Params=0.4M, Evaluation Setting=Zero-shot Inductive2026.06 | 55.93 | |
| GRAPHSAGETrainable Params=100%, Total Params=0.6M, Evaluation Setting=Zero-shot Inductive2026.06 | 54.15 | |
| GCNTrainable Params=100%, Total Params=0.4M, Evaluation Setting=Zero-shot Inductive2026.06 | 51.69 | |
| OFATrainable Params=100%, Total Params=5.1M, Evaluation Setting=Zero-shot Inductive2026.06 | 51.01 | |
| RIEMANNGFMTrainable Params=100%, Total Params=0.4M, Evaluation Setting=Zero-shot Inductive2026.06 | 38.68 | |
| GCNIITrainable Params=100%, Total Params=0.5M, Evaluation Setting=Zero-shot Inductive2026.06 | 37.37 | |
| DGITrainable Params=100%, Total Params=0.4M, Evaluation Setting=Zero-shot Inductive2026.06 | 36.78 | |
| N2Trainable Params=100%, Total Params=0.4M, Evaluation Setting=Zero-shot Inductive2026.06 | 36.19 | |
| GFTTrainable Params=100%, Total Params=0.4M†, Evaluation Setting=Zero-shot Inductive2026.06 | 31.75 | |
| GRACETrainable Params=100%, Total Params=0.4M, Evaluation Setting=Zero-shot Inductive2026.06 | 26.46 | |
| MDGFMTrainable Params=100%, Total Params=0.4M†, Evaluation Setting=Zero-shot Inductive2026.06 | 20.84 | |
| LLAGATrainable Params=0.02%, Total Params=6.7B, Evaluation Setting=Zero-shot Inductive2026.06 | 11.55 |