Top-K Recommendation on Yelp 2018 (test)
6.95Recall@10SaFeAU
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| SaFeAUMethod Category=Ours2026.05 | 6.95 | 5.55 | 11.44 | 7.13 | |
| LightCCFMethod Category=MF-based2026.05 | 6.76 | 5.48 | 10.99 | 6.91 | |
| SimGCFMethod Category=GCN-based2026.05 | 6.72 | 5.47 | 10.82 | 6.86 | |
| DirectAUMethod Category=MF-based2026.05 | 6.72 | 5.39 | 10.69 | 6.72 | |
| LightGODEMethod Category=MF-based2026.05 | 6.72 | 5.4 | 10.76 | 6.76 | |
| GraphAUMethod Category=GCN-based2026.05 | 6.7 | 5.38 | 10.63 | 6.71 | |
| FourierKAN-GCFMethod Category=GCN-based2026.05 | 6.62 | 5.36 | 10.58 | 6.69 | |
| LightGCNMethod Category=GCN-based2026.05 | 4.95 | 3.93 | 8.14 | 5.05 | |
| BPR-MFMethod Category=MF-based2026.05 | 3.81 | 3 | 6.39 | 3.87 |