Recommendation on MovieLens (Recall@10, Recall@50, NDCG@10, NDCG@50)
8.65Recall@10BLTM
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| BLTMBackbone=NGCF2026.05 | 8.65 | 12.53 | 7.16 | 8.31 | |
| T-CEBackbone=GMF2026.05 | 8.14 | 19 | 6.21 | 9.6 | |
| RGBTBackbone=LightGCN2026.05 | 8.02 | 19.2 | 6.96 | 10 | |
| RGBTBackbone=NeuMF2026.05 | 7.86 | 19.9 | 7.12 | 10.1 | |
| BLTMBackbone=GMF2026.05 | 7.82 | 12.04 | 6.63 | 7.92 | |
| BLTMBackbone=NeuMF2026.05 | 7.82 | 12.9 | 6.87 | 8.46 | |
| RGBTBackbone=NGCF2026.05 | 7.82 | 11.74 | 6.78 | 7.97 | |
| SGDLBackbone=GMF2026.05 | 7.79 | 19.91 | 6.54 | 10.21 | |
| BLTMBackbone=LightGCN2026.05 | 7.76 | 12.25 | 6.84 | 8.23 | |
| SGDLBackbone=NGCF2026.05 | 7.69 | 19.75 | 5.9 | 9.49 | |
| DeCABackbone=GMF2026.05 | 7.65 | 18.37 | 5.68 | 9.01 | |
| SGDLBackbone=LightGCN2026.05 | 7.48 | 19.81 | 5.81 | 9.49 | |
| SGDLBackbone=NeuMF2026.05 | 7.45 | 20.33 | 6.02 | 9.87 | |
| NormalBackbone=NeuMF2026.05 | 7.37 | 19.65 | 6.17 | 9.9 | |
| RGBTBackbone=GMF2026.05 | 7.13 | 12.41 | 6.69 | 8.28 | |
| WRMFBackbone=NeuMF2026.05 | 7.13 | 19.92 | 5.9 | 9.63 | |
| T-CEBackbone=NeuMF2026.05 | 7 | 19.28 | 5.76 | 9.39 | |
| WBPRBackbone=GMF2026.05 | 6.96 | 19.18 | 5.52 | 9.21 | |
| WRMFBackbone=GMF2026.05 | 6.89 | 18.98 | 5.27 | 8.88 | |
| WBPRBackbone=NGCF2026.05 | 6.88 | 18.8 | 5.38 | 9.06 | |
| WBPRBackbone=LightGCN2026.05 | 6.73 | 19.11 | 5.3 | 9.06 | |
| NormalBackbone=GMF2026.05 | 6.72 | 20.04 | 5.52 | 9.53 | |
| WBPRBackbone=NeuMF2026.05 | 6.65 | 19.96 | 5.38 | 9.37 | |
| WRMFBackbone=NGCF2026.05 | 6.41 | 19.19 | 4.84 | 8.67 | |
| NormalBackbone=NGCF2026.05 | 6.33 | 18.36 | 5.18 | 8.74 | |
| T-CEBackbone=LightGCN2026.05 | 6.29 | 18.44 | 5.12 | 8.7 | |
| T-CEBackbone=NGCF2026.05 | 6.28 | 18.58 | 5.24 | 8.89 | |
| WRMFBackbone=LightGCN2026.05 | 6.23 | 19.34 | 4.87 | 8.8 | |
| NormalBackbone=LightGCN2026.05 | 6.17 | 18.13 | 5.2 | 8.78 | |
| DeCABackbone=LightGCN2026.05 | 5.9 | 16.98 | 4.6 | 8.1 | |
| DeCABackbone=NeuMF2026.05 | 5.16 | 16.05 | 4.16 | 7.57 | |
| DeCABackbone=NGCF2026.05 | 4.03 | 10.44 | 3.9 | 5.87 |