Recommendation on Movielens (warm) (Recall@20, NDCG@20)
29.87Recall@20DiffCold
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| DiffColdFramework=LightGCN2026.06 | 29.87 | 26.61 | |
| DiffColdFramework=SimGCL2026.06 | 29.55 | 26.05 | |
| BackboneFramework=LightGCN2026.06 | 28.05 | 24.65 | |
| MetaEmbFramework=LightGCN2026.06 | 28.05 | 24.65 | |
| CLCRecFramework=LightGCN2026.06 | 28.05 | 24.65 | |
| ALDIFramework=LightGCN2026.06 | 28.05 | 24.65 | |
| HeaterFramework=LightGCN2026.06 | 27.83 | 24.36 | |
| PAD-CLRecFramework=LightGCN2026.06 | 27.49 | 24.17 | |
| BackboneFramework=SimGCL2026.06 | 27.21 | 23.82 | |
| MetaEmbFramework=SimGCL2026.06 | 27.21 | 23.82 | |
| CLCRecFramework=SimGCL2026.06 | 27.21 | 23.82 | |
| ALDIFramework=SimGCL2026.06 | 27.21 | 23.82 | |
| HeaterFramework=SimGCL2026.06 | 27.13 | 23.58 | |
| PAD-CLRecFramework=SimGCL2026.06 | 26.54 | 23.19 | |
| DiffColdFramework=MF2026.06 | 25.93 | 22.25 | |
| GARFramework=SimGCL2026.06 | 25.42 | 22.37 | |
| PAD-CLRecFramework=MF2026.06 | 23.86 | 20.27 | |
| GARFramework=LightGCN2026.06 | 23.8 | 20.33 | |
| BackboneFramework=MF2026.06 | 23.09 | 19.24 | |
| MetaEmbFramework=MF2026.06 | 23.09 | 19.24 | |
| CLCRecFramework=MF2026.06 | 23.09 | 19.24 | |
| ALDIFramework=MF2026.06 | 23.09 | 19.24 | |
| GARFramework=MF2026.06 | 22.69 | 20.44 | |
| DropoutNetFramework=LightGCN2026.06 | 19.05 | 16.39 | |
| DropoutNetFramework=SimGCL2026.06 | 18.82 | 17.54 | |
| HeaterFramework=MF2026.06 | 16.78 | 15.49 | |
| DropoutNetFramework=MF2026.06 | 14.74 | 13.18 | |
| GoRecFramework=SimGCL2026.06 | 14.44 | 13.57 | |
| GoRecFramework=LightGCN2026.06 | 11.71 | 9.94 | |
| GoRecFramework=MF2026.06 | 9.94 | 8.41 |