Recommendation on Citeulike (warm)
30.96Recall@20DiffCold
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| DiffColdFramework=SimGCL2026.06 | 30.96 | 19.49 | |
| PAD-CLRecFramework=SimGCL2026.06 | 29.71 | 18.79 | |
| BackboneFramework=SimGCL2026.06 | 29.22 | 18.52 | |
| MetaEmbFramework=SimGCL2026.06 | 29.22 | 18.52 | |
| CLCRecFramework=SimGCL2026.06 | 29.22 | 18.52 | |
| ALDIFramework=SimGCL2026.06 | 29.22 | 18.52 | |
| GARFramework=SimGCL2026.06 | 29.1 | 18.46 | |
| DiffColdFramework=MF2026.06 | 28.73 | 17.97 | |
| DiffColdFramework=LightGCN2026.06 | 27.37 | 16.71 | |
| HeaterFramework=SimGCL2026.06 | 26.47 | 16.56 | |
| PAD-CLRecFramework=LightGCN2026.06 | 26.43 | 15.97 | |
| PAD-CLRecFramework=MF2026.06 | 26.11 | 15.79 | |
| BackboneFramework=LightGCN2026.06 | 26.11 | 15.91 | |
| MetaEmbFramework=LightGCN2026.06 | 26.11 | 15.91 | |
| CLCRecFramework=LightGCN2026.06 | 26.11 | 15.91 | |
| ALDIFramework=LightGCN2026.06 | 26.11 | 15.91 | |
| HeaterFramework=LightGCN2026.06 | 25.89 | 15.68 | |
| BackboneFramework=MF2026.06 | 25.09 | 15.02 | |
| MetaEmbFramework=MF2026.06 | 25.09 | 15.02 | |
| CLCRecFramework=MF2026.06 | 25.09 | 15.02 | |
| ALDIFramework=MF2026.06 | 25.09 | 15.02 | |
| HeaterFramework=MF2026.06 | 24.5 | 14.66 | |
| GARFramework=LightGCN2026.06 | 21.96 | 13.26 | |
| GARFramework=MF2026.06 | 19.81 | 11.85 | |
| GoRecFramework=SimGCL2026.06 | 12.29 | 6.76 | |
| DropoutNetFramework=LightGCN2026.06 | 11.35 | 6.11 | |
| DropoutNetFramework=SimGCL2026.06 | 11.26 | 6.39 | |
| GoRecFramework=LightGCN2026.06 | 11.14 | 6.12 | |
| GoRecFramework=MF2026.06 | 8.96 | 4.82 | |
| DropoutNetFramework=MF2026.06 | 8.29 | 4.6 |