Recommendation on Yelp (Recall@50, NDCG@50, Recall@100, NDCG@100)
12.15Recall@50ERM
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| ERMBackbone=LightGCN2026.06 | 12.15 | 5.2 | 18.88 | 6.71 | |
| PADBackbone=LightGCN2026.06 | 11.4 | 4.75 | 17.97 | 6.22 | |
| PLDBackbone=LightGCN2026.06 | 10.59 | 4.52 | 16.54 | 5.86 | |
| TCEBackbone=LightGCN2026.06 | 9.89 | 4.25 | 15.35 | 5.49 | |
| PADBackbone=GMF2026.06 | 9.71 | 3.89 | 15.7 | 5.23 | |
| UDTBackbone=LightGCN2026.06 | 9.45 | 4 | 14.7 | 5.18 | |
| RCEBackbone=LightGCN2026.06 | 9.32 | 3.93 | 14.5 | 5.1 | |
| TCEBackbone=GMF2026.06 | 8.85 | 3.56 | 14.6 | 4.86 | |
| RCEBackbone=GMF2026.06 | 8.68 | 3.67 | 13.79 | 4.82 | |
| ERMBackbone=GMF2026.06 | 8.57 | 3.59 | 13.61 | 4.73 | |
| PLDBackbone=GMF2026.06 | 8.57 | 3.59 | 13.61 | 4.73 | |
| UDTBackbone=GMF2026.06 | 8.16 | 3.48 | 12.83 | 4.53 | |
| PADBackbone=NeuMF2026.06 | 8.02 | 3.2 | 13.49 | 4.42 | |
| RCEBackbone=NeuMF2026.06 | 7.72 | 3.15 | 12.75 | 4.29 | |
| UDTBackbone=NeuMF2026.06 | 7.6 | 3.19 | 12.27 | 4.24 | |
| TCEBackbone=NeuMF2026.06 | 7.48 | 2.92 | 12.92 | 4.14 | |
| DCFBackbone=LightGCN2026.06 | 7.37 | 3.15 | 11.54 | 4.09 | |
| ERMBackbone=NeuMF2026.06 | 7.28 | 2.93 | 12.16 | 4.02 | |
| PLDBackbone=NeuMF2026.06 | 7.28 | 2.93 | 12.16 | 4.02 | |
| DeCABackbone=LightGCN2026.06 | 7.19 | 3.08 | 11.26 | 4 | |
| DCFBackbone=NeuMF2026.06 | 7.16 | 2.96 | 11.71 | 3.98 | |
| DeCABackbone=NeuMF2026.06 | 7.07 | 2.88 | 11.57 | 3.94 | |
| DeCABackbone=GMF2026.06 | 6.77 | 2.92 | 10.63 | 3.8 | |
| DCFBackbone=GMF2026.06 | 6.67 | 2.87 | 10.47 | 3.75 |