| Dataset Name | SOTA Method | Metric | Trend | ||
|---|---|---|---|---|---|
| MovieLens-1M (test) | GLocal-K | RMSE0.822 | 30 | 4d ago | |
| MovieLens-100K (test) | IMC-GAE | RMSE0.897 | 21 | 4d ago | |
| Douban | IGMC | RMSE0.721 | 15 | 4d ago | |
| YahooMusic | Factorize EAE | RMSE20 | 10 | 4d ago | |
| MovieLens-100K u1 (test) | RMSE0.89 | 9 | 4d ago | ||
| YahooMusic subset | IMC-GAE | RMSE18.7 | 8 | 4d ago | |
| Flixster subset | IGMC | RMSE0.872 | 8 | 4d ago | |
| MovieLens (test) | sRGCNN | RMSE0.929 | 8 | 4d ago | |
| YahooMusic (test) | F-EAE | RMSE20 | 7 | 4d ago | |
| Douban (test) | GC-MC | RMSE0.734 | 7 | 4d ago | |
| Flixster (test) | IGMC | RMSE0.906 | 7 | 4d ago | |
| Douban 1.0 | IGMC | RMSE0.721 | 6 | 4d ago | |
| MovieLens 100k | GRAEM | RMSE0.9174 | 6 | 4d ago | |
| Douban 3k | RMSE0.7323 | 6 | 4d ago | ||
| Flixster 3k | GRAEM | RMSE0.8857 | 6 | 4d ago | |
| Netflix | CF-NADE | RMSE0.803 | 6 | 4d ago | |
| Protein (test) | NNMF | RMSE0.065 | 6 | 4d ago | |
| NIPS (test) | NNMF | RMSE0.04 | 6 | 4d ago | |
| Flixster | Factorize EAE | RMSE0.908 | 5 | 4d ago | |
| Synthetic dataset | RGCNN | RMSE0.0053 | 4 | 4d ago | |
| MovieLens 20M | GRAEM | RMSE (10-NN)0.7894 | 3 | 4d ago | |
| Epinions | GRAEM | RMSE0.28 | 3 | 4d ago | |
| YahooMusic canonical 80/20 (test) | GC-MC | RMSE20.5 | 3 | 4d ago | |
| Douban canonical 80/20 (test) | GC-MC | RMSE0.734 | 3 | 4d ago | |
| Flixster canonical 80/20 (test) | GC-MC | RMSE (user graph only)0.941 | 3 | 4d ago |