Recommendation on Citeulike (overall)
22.46Recall@20DiffCold
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| DiffColdFramework=SimGCL2026.06 | 22.46 | 16.92 | |
| DiffColdFramework=MF2026.06 | 20.54 | 15.93 | |
| DiffColdFramework=LightGCN2026.06 | 20.27 | 15.17 | |
| PAD-CLRecFramework=SimGCL2026.06 | 18.17 | 14.43 | |
| PAD-CLRecFramework=LightGCN2026.06 | 17.99 | 13.42 | |
| CLCRecFramework=LightGCN2026.06 | 17.14 | 12.78 | |
| ALDIFramework=SimGCL2026.06 | 17.09 | 13.02 | |
| PAD-CLRecFramework=MF2026.06 | 16.76 | 13.45 | |
| ALDIFramework=LightGCN2026.06 | 16.07 | 12.17 | |
| CLCRecFramework=MF2026.06 | 15.96 | 12.01 | |
| GARFramework=SimGCL2026.06 | 15.8 | 11.88 | |
| CLCRecFramework=SimGCL2026.06 | 15.32 | 12.03 | |
| ALDIFramework=MF2026.06 | 14.95 | 11.18 | |
| GARFramework=MF2026.06 | 14.26 | 10.86 | |
| MetaEmbFramework=SimGCL2026.06 | 13.99 | 11.08 | |
| GARFramework=LightGCN2026.06 | 13.84 | 10.27 | |
| BackboneFramework=SimGCL2026.06 | 13.45 | 11.6 | |
| HeaterFramework=SimGCL2026.06 | 12.2 | 10.42 | |
| MetaEmbFramework=LightGCN2026.06 | 12.19 | 10.08 | |
| BackboneFramework=LightGCN2026.06 | 11.9 | 9.99 | |
| MetaEmbFramework=MF2026.06 | 11.88 | 9.6 | |
| HeaterFramework=LightGCN2026.06 | 11.77 | 9.87 | |
| BackboneFramework=MF2026.06 | 11.43 | 9.48 | |
| HeaterFramework=MF2026.06 | 11.17 | 9.25 | |
| GoRecFramework=SimGCL2026.06 | 9.03 | 6.49 | |
| GoRecFramework=LightGCN2026.06 | 8.08 | 5.98 | |
| GoRecFramework=MF2026.06 | 6.8 | 5.11 | |
| DropoutNetFramework=SimGCL2026.06 | 5.34 | 4.13 | |
| DropoutNetFramework=LightGCN2026.06 | 5.27 | 3.84 | |
| DropoutNetFramework=MF2026.06 | 3.92 | 2.93 |