Node-level classification on Facebook
92.83AccuracyG2T-LimiX
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| G2T-LimiXEvaluation Protocol=FT2025.08 | 92.83 | — | — | |
| GAT2025.08 | 92.61 | — | — | |
| G2T-TabPFNv2Evaluation Protocol=FT2025.08 | 92.53 | — | — | |
| DEMO-Netvariant=weight2019.06 | 91.9 | — | — | |
| G2T-LimiXEvaluation Protocol=ICL2025.08 | 91.72 | — | — | |
| GT2025.08 | 91.71 | — | — | |
| G2T-TabPFNv2.5Evaluation Protocol=ICL2025.08 | 91.56 | — | — | |
| G2T-TabPFNv2Evaluation Protocol=ICL2025.08 | 91.27 | — | — | |
| GCN2025.08 | 91.26 | — | — | |
| GraphSAGE2025.08 | 91.12 | — | — | |
| DEMO-Netvariant=hash2019.06 | 88.7 | — | — | |
| LPGNNBackbone=GCN2026.03 | 85.3 | — | — | |
| GCOPEEvaluation Protocol=FT2025.08 | 85.08 | — | — | |
| LPGNNBackbone=SAGE2026.03 | 83.9 | — | — | |
| SAMGPTEvaluation Protocol=FT2025.08 | 80.61 | — | — | |
| TS-GNNEvaluation Protocol=ICL2025.08 | 77.87 | — | — | |
| OpenGraphEvaluation Protocol=ICL2025.08 | 75.27 | — | — | |
| Efficient Graph Property Inference AttackSetting=white-box2024.11 | 71.4 | 254 | — | |
| MDGFMEvaluation Protocol=FT2025.08 | 70.3 | — | — | |
| PIR-DSetting=white-box2024.11 | 67.8 | 1,733 | — | |
| GCN cheby2019.06 | 64.6 | — | — | |
| AIASetting=white-box2024.11 | 64.3 | 1,741 | — | |
| AnyGraphEvaluation Protocol=ICL2025.08 | 61.17 | — | — | |
| GPIASetting=white-box2024.11 | 60.7 | 1,791 | — | |
| PIR-SSetting=white-box2024.11 | 60.2 | 1,762 | — | |
| GAUGEShot=5-shot2026.06 | 60.04 | — | — | |
| Union2019.06 | 60 | — | — | |
| GraphSAGEShot=5-shot2026.06 | 59.93 | — | — | |
| GATShot=5-shot2026.06 | 59.82 | — | — | |
| Intersection2019.06 | 59.8 | — | — | |
| GraphMAEShot=5-shot2026.06 | 58.93 | — | — | |
| RiemannGFMShot=5-shot2026.06 | 57.88 | — | — | |
| GCN2019.06 | 57.5 | — | — | |
| LPGNNBackbone=GAT2026.03 | 57.1 | — | — | |
| GAT2019.06 | 57 | — | — | |
| SAMGPTShot=5-shot2026.06 | 56.38 | — | — | |
| GRACEShot=5-shot2026.06 | 56.26 | — | — | |
| GCOPEShot=5-shot2026.06 | 55.94 | — | — | |
| DGIShot=5-shot2026.06 | 55.66 | — | — | |
| GCNShot=5-shot2026.06 | 55.25 | — | — | |
| G2PMShot=5-shot2026.06 | 54.68 | — | — | |
| GETShot=5-shot2026.06 | 54.06 | — | — | |
| GAUGEShot=1-shot2026.06 | 51.61 | — | — | |
| MDGFMShot=5-shot2026.06 | 50.48 | — | — | |
| GRACEShot=1-shot2026.06 | 49.79 | — | — | |
| RAGraphShot=5-shot2026.06 | 48.88 | — | — | |
| MDGFMShot=1-shot2026.06 | 48.08 | — | — | |
| SAMGPTShot=1-shot2026.06 | 47.88 | — | — | |
| GraphSAGEShot=1-shot2026.06 | 47.23 | — | — | |
| GFTShot=5-shot2026.06 | 46.33 | — | — | |
| GATShot=1-shot2026.06 | 46.26 | — | — | |
| RAGraphShot=1-shot2026.06 | 46.01 | — | — | |
| GCOPEShot=1-shot2026.06 | 45.8 | — | — | |
| GFTShot=1-shot2026.06 | 45.79 | — | — | |
| GraphAnyShot=5-shot2026.06 | 45.48 | — | — | |
| GraphAnyShot=1-shot2026.06 | 45.46 | — | — | |
| G2PMShot=1-shot2026.06 | 45.13 | — | — | |
| UniPromptShot=5-shot2026.06 | 44.55 | — | — | |
| GCNShot=1-shot2026.06 | 44.43 | — | — | |
| GETShot=1-shot2026.06 | 44.26 | — | — | |
| RiemannGFMShot=1-shot2026.06 | 44.08 | — | — | |
| GraphMAEShot=1-shot2026.06 | 43.35 | — | — | |
| UniPromptShot=1-shot2026.06 | 42.6 | — | — | |
| DGIShot=1-shot2026.06 | 42.57 | — | — | |
| GraphSAGE2019.06 | 38.9 | — | — |