Node Classification on CORA inductive setting (test)
83.8AccuracyIntraMix
Evaluation Results
| Method | Links | |
|---|---|---|
| IntraMixModel=GAT, Strategy=IntraMix2024.05 | 83.8 | |
| NodeMixupModel=GAT, Strategy=NodeMixup2024.05 | 83.1 | |
| IntraMixModel=SAGE, Strategy=IntraMix2024.05 | 82.9 | |
| LAGATModel=GAT, Strategy=LAGAT2024.05 | 82.7 | |
| NodeMixupModel=SAGE, Strategy=NodeMixup2024.05 | 81.9 | |
| LAGSAGEModel=SAGE, Strategy=LAGSAGE2024.05 | 81.7 | |
| GATModel=GAT, Strategy=Original2024.05 | 81.3 | |
| GraphSAGEModel=SAGE, Strategy=Original2024.05 | 80.1 | |
| BernNettest subset=observed2022.12 | 78.98 | |
| NFGNNtest subset=observed2022.12 | 78.78 | |
| GPRGNNtest subset=observed2022.12 | 77.43 | |
| APPNPtest subset=observed2022.12 | 77.28 | |
| Caps2NETraining Supervision=Unsupervised2019.11 | 76.54 | |
| EP-BTraining Supervision=Unsupervised2019.11 | 73.09 | |
| NFGNNtest subset=unobserved2022.12 | 70.09 | |
| GATTraining Supervision=Supervised2019.11 | 69.37 | |
| BernNettest subset=unobserved2022.12 | 69.13 | |
| DeepWalk+BoWTraining Supervision=Unsupervised2019.11 | 68.35 | |
| GCNTraining Supervision=Supervised2019.11 | 67.76 | |
| APPNPtest subset=unobserved2022.12 | 67.48 | |
| GPRGNNtest subset=unobserved2022.12 | 66.36 | |
| PlanetoidTraining Supervision=Supervised2019.11 | 64.8 | |
| ADARTrainable Params=100%, Total Params=0.4M, Evaluation Setting=Zero-shot Inductive2026.06 | 41.28 | |
| GATTrainable Params=100%, Total Params=0.4M, Evaluation Setting=Zero-shot Inductive2026.06 | 39.65 | |
| OFATrainable Params=100%, Total Params=5.1M, Evaluation Setting=Zero-shot Inductive2026.06 | 39.45 | |
| GCNTrainable Params=100%, Total Params=0.4M, Evaluation Setting=Zero-shot Inductive2026.06 | 37.91 | |
| GCNIITrainable Params=100%, Total Params=0.5M, Evaluation Setting=Zero-shot Inductive2026.06 | 37.04 | |
| GRAPHSAGETrainable Params=100%, Total Params=0.6M, Evaluation Setting=Zero-shot Inductive2026.06 | 36.46 | |
| N2Trainable Params=100%, Total Params=0.4M, Evaluation Setting=Zero-shot Inductive2026.06 | 29.3 | |
| GFTTrainable Params=100%, Total Params=0.4M†, Evaluation Setting=Zero-shot Inductive2026.06 | 25.15 | |
| UNIGTETrainable Params=0.54%, Total Params=13.7B, Evaluation Setting=Zero-shot Inductive2026.06 | 21.29 | |
| GRACETrainable Params=100%, Total Params=0.4M, Evaluation Setting=Zero-shot Inductive2026.06 | 19.68 | |
| DGITrainable Params=100%, Total Params=0.4M, Evaluation Setting=Zero-shot Inductive2026.06 | 15.47 | |
| VICUNA-7BTrainable Params=-, Total Params=6.7B, Evaluation Setting=Zero-shot Inductive2026.06 | 14.39 | |
| LLAGATrainable Params=0.02%, Total Params=6.7B, Evaluation Setting=Zero-shot Inductive2026.06 | 14.05 | |
| MDGFMTrainable Params=100%, Total Params=0.4M†, Evaluation Setting=Zero-shot Inductive2026.06 | 10.66 | |
| RIEMANNGFMTrainable Params=100%, Total Params=0.4M, Evaluation Setting=Zero-shot Inductive2026.06 | 1.19 |