Recommendation on Amazon-Book (Recall@50, Recall@100)
17.66Recall@50ERM
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| ERMBackbone=LightGCN2026.06 | 17.66 | 6.6 | 25.79 | 8.14 | |
| PADBackbone=LightGCN2026.06 | 17.49 | 6.44 | 25.79 | 8.01 | |
| PLDBackbone=LightGCN2026.06 | 17.31 | 6.5 | 24.97 | 7.96 | |
| UDTBackbone=LightGCN2026.06 | 14.59 | 5.39 | 21.33 | 6.67 | |
| DCFBackbone=LightGCN2026.06 | 14.11 | 5.32 | 20.69 | 6.58 | |
| RCEBackbone=LightGCN2026.06 | 13.94 | 5.16 | 20.67 | 6.43 | |
| DeCABackbone=LightGCN2026.06 | 13.72 | 5.07 | 20.49 | 6.35 | |
| PADBackbone=GMF2026.06 | 13.69 | 4.99 | 20.4 | 6.28 | |
| TCEBackbone=LightGCN2026.06 | 13.51 | 4.99 | 20.18 | 6.25 | |
| TCEBackbone=GMF2026.06 | 12.94 | 4.8 | 19.36 | 6.02 | |
| PADBackbone=NeuMF2026.06 | 12.79 | 4.62 | 19.27 | 5.86 | |
| RCEBackbone=GMF2026.06 | 12.31 | 4.52 | 18.24 | 5.66 | |
| ERMBackbone=GMF2026.06 | 12.22 | 4.53 | 18.22 | 5.67 | |
| PLDBackbone=GMF2026.06 | 12.22 | 4.53 | 18.22 | 5.67 | |
| TCEBackbone=NeuMF2026.06 | 11.92 | 4.31 | 18.05 | 5.48 | |
| PLDBackbone=NeuMF2026.06 | 11.1 | 3.99 | 16.95 | 5.11 | |
| ERMBackbone=NeuMF2026.06 | 11.04 | 3.99 | 16.91 | 5.11 | |
| RCEBackbone=NeuMF2026.06 | 10.86 | 3.91 | 16.71 | 5.03 | |
| UDTBackbone=GMF2026.06 | 9.81 | 3.75 | 14.45 | 4.64 | |
| DCFBackbone=GMF2026.06 | 8.95 | 3.43 | 13.15 | 4.25 | |
| DeCABackbone=GMF2026.06 | 8.74 | 3.36 | 12.84 | 4.16 | |
| UDTBackbone=NeuMF2026.06 | 7.35 | 2.63 | 11.4 | 3.42 | |
| DeCABackbone=NeuMF2026.06 | 4.6 | 1.57 | 7.19 | 2.06 | |
| DCFBackbone=NeuMF2026.06 | 4.48 | 1.53 | 7.01 | 2.01 |