Node Classification on Cora (Accuracy and Average Accuracy)
79.4AccuracyMC-GPB (+)
Evaluation results
| Method | Links | ||
|---|---|---|---|
| MC-GPB (+)Defense Method=MC-GPB (+), Backbone Architecture=GPR-GNN2026.06 | 79.4 | — | |
| UniGraphsetting=zero-shot2026.06 | 69.53 | 56.49 | |
| GraphCLIP+ HyRAGsetting=zero-shot2026.06 | 68.94 | 64.16 | |
| GraphCLIP+ RAGRAPHsetting=zero-shot2026.06 | 68.63 | 63.34 | |
| GraphCLIP+ Vanillasetting=zero-shot2026.06 | 67.31 | 62 | |
| ZeroGsetting=zero-shot2026.06 | 62.32 | 51.4 | |
| G2P2setting=zero-shot2026.06 | 41.51 | 36.89 | |
| OFAsetting=zero-shot2026.06 | 37.25 | 30.87 | |
| BGRLsetting=zero-shot2026.06 | 31.99 | 26.41 | |
| DGIsetting=zero-shot2026.06 | 24.03 | 25.7 | |
| GraphMAEsetting=zero-shot2026.06 | 23.25 | 23.03 | |
| GraphGPTsetting=zero-shot2026.06 | 23.25 | 20.85 | |
| LLaGAsetting=zero-shot2026.06 | 21.44 | 17.44 | |
| GRACEsetting=zero-shot2026.06 | 13.69 | 24.05 |