Recommendation on Movielens (cold)
23.41Recall@20DiffCold
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| DiffColdFramework=LightGCN2026.06 | 23.41 | 22.62 | |
| DiffColdFramework=SimGCL2026.06 | 23.29 | 22.57 | |
| GoRecFramework=LightGCN2026.06 | 21.62 | 21.66 | |
| DiffColdFramework=MF2026.06 | 21.48 | 20.52 | |
| ALDIFramework=LightGCN2026.06 | 21.42 | 21.37 | |
| GARFramework=LightGCN2026.06 | 21.26 | 21.95 | |
| PAD-CLRecFramework=LightGCN2026.06 | 20.46 | 20.02 | |
| CLCRecFramework=SimGCL2026.06 | 20.29 | 20.03 | |
| ALDIFramework=MF2026.06 | 19.59 | 19.38 | |
| GARFramework=MF2026.06 | 19.24 | 19.55 | |
| GoRecFramework=MF2026.06 | 19.21 | 19.66 | |
| PAD-CLRecFramework=SimGCL2026.06 | 18.98 | 18.41 | |
| PAD-CLRecFramework=MF2026.06 | 18.74 | 18.32 | |
| GARFramework=SimGCL2026.06 | 18.62 | 18.26 | |
| MetaEmbFramework=SimGCL2026.06 | 16.77 | 16.31 | |
| GoRecFramework=SimGCL2026.06 | 15.91 | 17.03 | |
| HeaterFramework=SimGCL2026.06 | 15.86 | 15.45 | |
| CLCRecFramework=LightGCN2026.06 | 15.53 | 15.15 | |
| MetaEmbFramework=LightGCN2026.06 | 15.23 | 15.36 | |
| CLCRecFramework=MF2026.06 | 14.99 | 15.06 | |
| DropoutNetFramework=SimGCL2026.06 | 14.59 | 14.43 | |
| MetaEmbFramework=MF2026.06 | 14.57 | 14.83 | |
| ALDIFramework=SimGCL2026.06 | 14.13 | 14.25 | |
| HeaterFramework=MF2026.06 | 12.7 | 11.51 | |
| HeaterFramework=LightGCN2026.06 | 4.98 | 4.89 | |
| DropoutNetFramework=LightGCN2026.06 | 4.5 | 5.11 | |
| DropoutNetFramework=MF2026.06 | 4.48 | 5.67 | |
| BackboneFramework=MF2026.06 | 2.9 | 3 | |
| BackboneFramework=LightGCN2026.06 | 2.66 | 2.54 | |
| BackboneFramework=SimGCL2026.06 | 0 | 0 |