Recommendation on MovieLens (Recall@50, NDCG@50, Recall@100, NDCG@100)
20.85Recall@50PAD
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| PADBackbone=GMF2026.06 | 20.85 | 11.01 | 28.34 | 12.93 | |
| PADBackbone=NeuMF2026.06 | 20.81 | 11 | 28.65 | 12.98 | |
| TCEBackbone=GMF2026.06 | 20.65 | 10.2 | 27.69 | 12.03 | |
| PLDBackbone=NeuMF2026.06 | 20.27 | 9.99 | 27.93 | 11.94 | |
| PADBackbone=LightGCN2026.06 | 20.18 | 10.28 | 27.95 | 12.28 | |
| ERMBackbone=GMF2026.06 | 19.98 | 9.47 | 27.03 | 11.3 | |
| RCEBackbone=LightGCN2026.06 | 19.95 | 10.01 | 27.42 | 11.97 | |
| RCEBackbone=NeuMF2026.06 | 19.89 | 9.99 | 28.63 | 12.12 | |
| RCEBackbone=GMF2026.06 | 19.85 | 9.74 | 27.64 | 11.78 | |
| ERMBackbone=NeuMF2026.06 | 19.74 | 9.85 | 28.02 | 11.93 | |
| TCEBackbone=NeuMF2026.06 | 19.65 | 9.71 | 27.22 | 11.64 | |
| TCEBackbone=LightGCN2026.06 | 19.61 | 10.02 | 27.08 | 11.95 | |
| PLDBackbone=LightGCN2026.06 | 19.44 | 9.75 | 26.56 | 11.57 | |
| ERMBackbone=LightGCN2026.06 | 19.38 | 10 | 27.46 | 12.04 | |
| DCFBackbone=LightGCN2026.06 | 18.82 | 9.26 | 25.27 | 10.96 | |
| PLDBackbone=GMF2026.06 | 18.62 | 9.25 | 25.83 | 11.12 | |
| UDTBackbone=GMF2026.06 | 16.3 | 8.98 | 23.27 | 10.79 | |
| DeCABackbone=GMF2026.06 | 16.16 | 8.62 | 23.82 | 10.59 | |
| DCFBackbone=GMF2026.06 | 15.79 | 8.42 | 23.44 | 10.35 | |
| UDTBackbone=NeuMF2026.06 | 15.75 | 7.86 | 23.41 | 9.73 | |
| DCFBackbone=NeuMF2026.06 | 15.51 | 7.75 | 22.96 | 9.61 | |
| DeCABackbone=LightGCN2026.06 | 15.34 | 8.17 | 22.75 | 10.02 | |
| UDTBackbone=LightGCN2026.06 | 15.18 | 8.08 | 22.5 | 9.91 | |
| DeCABackbone=NeuMF2026.06 | 15.1 | 7.55 | 22.35 | 9.35 |