Recommendation on Douban (test)
0.732RMSEPinSage
Evaluation Results
| Method | Links | |||||||
|---|---|---|---|---|---|---|---|---|
| PinSage2021.02 | 0.732 | — | — | — | — | — | — | |
| GC-MC2021.02 | 0.734 | — | — | — | — | — | — | |
| NGCF2021.02 | 0.742 | — | — | — | — | — | — | |
| FedGNN2021.02 | 0.79 | — | — | — | — | — | — | |
| SRGCNN2021.02 | 0.801 | — | — | — | — | — | — | |
| FedMF2021.02 | 0.817 | — | — | — | — | — | — | |
| FCF2021.02 | 0.823 | — | — | — | — | — | — | |
| GRALS2021.02 | 0.833 | — | — | — | — | — | — | |
| SVD++2021.02 | 0.869 | — | — | — | — | — | — | |
| PMF2021.02 | 0.886 | — | — | — | — | — | — | |
| ∞-AE2022.06 | — | 0.9523 | 23.56 | 28.37 | 24.94 | 23.26 | 1.28 | |
| Bias only2022.06 | — | 0.8932 | 10.71 | 16.63 | 11.24 | 12.27 | 0.5 | |
| DISTILL-CF + ∞-AEUser budget=5002022.06 | — | 0.951 | 22.98 | 27.2 | 24.2 | 22.21 | 1.24 | |
| EASE2022.06 | — | 0.857 | 17.93 | 25.41 | 19.48 | 19.55 | 1.06 | |
| LightGCN2022.06 | — | 0.9391 | 15.98 | 22.38 | 16.68 | 17.2 | 0.86 | |
| MF2022.06 | — | 0.9288 | 12.69 | 20.29 | 13.21 | 14.96 | 0.63 | |
| MVAE2022.06 | — | 0.9129 | 15.36 | 22.82 | 16.17 | 17.32 | 0.87 | |
| NeuMF2022.06 | — | 0.9258 | 12.79 | 19.69 | 13.33 | 14.39 | 0.63 | |
| PopRec2022.06 | — | 0.8945 | 11.06 | 17.07 | 11.63 | 12.63 | 0.52 |