Link Prediction on Photo
99.7AUC-ROCgraph NE
Evaluation results
| Method | Links | |
|---|---|---|
| graph NEd=1282025.03 | 99.7 | |
| graph NEτd=1282025.03 | 99.6 | |
| TLC-GNNDiagram=PDGNN2022.01 | 98.4 | |
| TLC-GNNDiagram=True Diagram2022.01 | 98.2 | |
| DeepWalkd=1282025.03 | 98.1 | |
| SEAL2022.01 | 97.8 | |
| Laplacian E.d=1282025.03 | 97.8 | |
| HyboNetArchitecture Type=ANN-R2024.10 | 97.7 | |
| CNE, τ = 0.5d=1282025.03 | 97.5 | |
| Q-GCNArchitecture Type=ANN-R2024.10 | 97.47 | |
| MSGArchitecture Type=SNN-R2024.10 | 96.75 | |
| graph NEd=22025.03 | 96.4 | |
| DRGraphd=22025.03 | 96.4 | |
| ForceAtlas2d=22025.03 | 96.4 | |
| SGtSNEpid=22025.03 | 96.1 | |
| t-FDPd=22025.03 | 96.1 | |
| TLC-GNNDiagram=GIN_PI2022.01 | 95.8 | |
| SpikeGCLArchitecture Type=SNN-E2024.10 | 95.58 | |
| HGCN2022.01 | 95.4 | |
| κ-GCNArchitecture Type=ANN-R2024.10 | 94.89 | |
| HGCNArchitecture Type=ANN-R2024.10 | 94.54 | |
| SpikeGCNArchitecture Type=SNN-E2024.10 | 93.84 | |
| GAT2022.01 | 92.9 | |
| GCN2022.01 | 91.8 | |
| P-GNN2022.01 | 90.9 | |
| SAGEArchitecture Type=ANN-E2024.10 | 89.86 | |
| SGCArchitecture Type=ANN-E2024.10 | 89.84 | |
| Laplacian E.d=22025.03 | 89.8 | |
| GCNArchitecture Type=ANN-E2024.10 | 88.84 | |
| GATArchitecture Type=ANN-E2024.10 | 88.45 | |
| TAGSAMEvaluation Model=MLP on graph encoder features2026.06 | 87.69 | |
| MTT-TAGEvaluation Model=MLP on graph encoder features2026.06 | 86.44 | |
| RandomEvaluation Model=MLP on graph encoder features2026.06 | 84.34 | |
| node2vecd=1282025.03 | 83.3 | |
| GraspLLMZero-shot=true, Cross-task=true, Backbone=Qwen3-8B2026.06 | 58.5 | |
| GraspLLMZero-shot=true, Cross-task=true, Backbone=Mistral-7B-v0.32026.06 | 58.2 | |
| ERAlignLLMzero-shot scenario=true, transferred from=node classification2026.06 | 57.13 | |
| ERAlignLLMzero-shot=true, cross-task=true2026.06 | 57.13 | |
| GraspLLMZero-shot=true, Cross-task=true, Backbone=Vicuna-7B-v1.52026.06 | 56.9 | |
| GraspLLMZero-shot=true, Cross-task=true, Backbone=LLaMA-3.1-8B2026.06 | 56.7 | |
| TEA-GLMzero-shot scenario=true, transferred from=node classification2026.06 | 54.5 | |
| TEA-GLMZero-shot=true, Cross-task=true2026.06 | 54.5 | |
| GraphGPTZero-shot=true, Cross-task=true2026.06 | 53.3 | |
| LinkGPTzero-shot=true, cross-task=true2026.06 | 52.37 | |
| GraphCLIPZero-shot=true, Cross-task=true2026.06 | 52.3 | |
| Vicuna-7B-ITZero-shot=true, Cross-task=true2026.06 | 50.1 | |
| Vicuna-7B-v1.5Zero-shot=true, Cross-task=true2026.06 | 49.7 | |
| LLaGAzero-shot scenario=true, transferred from=node classification2026.06 | 47.8 | |
| LLaGAZero-shot=true, Cross-task=true2026.06 | 46.7 | |
| OFAzero-shot scenario=true, transferred from=node classification2026.06 | 45.9 | |
| ZeroGZero-shot=true, Cross-task=true2026.06 | 45.8 | |
| OFAZero-shot=true, Cross-task=true2026.06 | 44.6 |