Recommendation on Citeulike (cold)
34.39Recall@20DiffCold
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| DiffColdFramework=SimGCL2026.06 | 34.39 | 20.2 | |
| DiffColdFramework=LightGCN2026.06 | 33.22 | 19.26 | |
| DiffColdFramework=MF2026.06 | 32.95 | 19.53 | |
| CLCRecFramework=SimGCL2026.06 | 29.48 | 17.51 | |
| PAD-CLRecFramework=LightGCN2026.06 | 29.12 | 17.11 | |
| PAD-CLRecFramework=SimGCL2026.06 | 28.71 | 16.42 | |
| PAD-CLRecFramework=MF2026.06 | 28.61 | 15.37 | |
| CLCRecFramework=LightGCN2026.06 | 27.9 | 16.1 | |
| CLCRecFramework=MF2026.06 | 26.74 | 15.45 | |
| ALDIFramework=LightGCN2026.06 | 25.7 | 14.72 | |
| ALDIFramework=SimGCL2026.06 | 25.55 | 14.65 | |
| GoRecFramework=SimGCL2026.06 | 24.36 | 13.9 | |
| GARFramework=MF2026.06 | 24.21 | 14.29 | |
| GoRecFramework=LightGCN2026.06 | 23.98 | 13.45 | |
| ALDIFramework=MF2026.06 | 23.11 | 12.86 | |
| GARFramework=LightGCN2026.06 | 22.85 | 13.28 | |
| GoRecFramework=MF2026.06 | 21.27 | 12.22 | |
| MetaEmbFramework=LightGCN2026.06 | 21.16 | 11.85 | |
| GARFramework=SimGCL2026.06 | 20.84 | 12.32 | |
| MetaEmbFramework=MF2026.06 | 19.04 | 10.76 | |
| MetaEmbFramework=SimGCL2026.06 | 18.73 | 11.47 | |
| DropoutNetFramework=SimGCL2026.06 | 18.17 | 10.02 | |
| HeaterFramework=MF2026.06 | 17.1 | 9.36 | |
| HeaterFramework=SimGCL2026.06 | 16.31 | 10.46 | |
| HeaterFramework=LightGCN2026.06 | 13.33 | 7.76 | |
| DropoutNetFramework=LightGCN2026.06 | 11.35 | 6.45 | |
| DropoutNetFramework=MF2026.06 | 7.68 | 4.35 | |
| BackboneFramework=LightGCN2026.06 | 0.83 | 0.44 | |
| BackboneFramework=MF2026.06 | 0.47 | 0.22 | |
| BackboneFramework=SimGCL2026.06 | 0 | 0 |