Recommendation on Movielens (Recall@20, NDCG@20)
28.65Recall@20SaD
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| SaD2026.01 | 28.65 | 27.43 | |
| SimpleX2026.01 | 28.02 | 26.7 | |
| UltraGCN2026.01 | 27.87 | 26.42 | |
| PGSP2026.01 | 27.59 | 26.27 | |
| SimGCL2026.01 | 27.28 | 25.94 | |
| GF-CF2026.01 | 26.67 | 25.49 | |
| DGCF2026.01 | 26.4 | 25.04 | |
| SGL-ED2026.01 | 25.77 | 25.07 | |
| slim2026.01 | 25.77 | 25.07 | |
| LightGCN2026.01 | 25.76 | 24.27 | |
| NGCF2026.01 | 25.13 | 25.11 | |
| NIA-GCN2026.01 | 23.59 | 22.42 | |
| ENMF2026.01 | 23.15 | 20.69 | |
| LR-GCCF2026.01 | 22.31 | 21.24 | |
| DiffColdFramework=SimGCL2026.06 | 16.2 | 22.32 | |
| DiffColdFramework=LightGCN2026.06 | 15.96 | 21.74 | |
| CLCRecFramework=SimGCL2026.06 | 15.04 | 21.19 | |
| DiffColdFramework=MF2026.06 | 14.63 | 19.66 | |
| ALDIFramework=LightGCN2026.06 | 14.51 | 20.65 | |
| PAD-CLRecFramework=SimGCL2026.06 | 14.27 | 19.77 | |
| PAD-CLRecFramework=LightGCN2026.06 | 13.59 | 19.66 | |
| GARFramework=LightGCN2026.06 | 13.31 | 18.4 | |
| ALDIFramework=SimGCL2026.06 | 13.13 | 18.47 | |
| GARFramework=SimGCL2026.06 | 12.98 | 18.05 | |
| CLCRecFramework=LightGCN2026.06 | 12.94 | 18.94 | |
| GARFramework=MF2026.06 | 12.7 | 18.81 | |
| BackboneFramework=LightGCN2026.06 | 12.69 | 18.71 | |
| MetaEmbFramework=LightGCN2026.06 | 12.69 | 18.71 | |
| MetaEmbFramework=SimGCL2026.06 | 12.63 | 17.84 | |
| HeaterFramework=LightGCN2026.06 | 12.62 | 18.5 | |
| PAD-CLRecFramework=MF2026.06 | 12.6 | 17.04 | |
| BackboneFramework=SimGCL2026.06 | 12.3 | 17.76 | |
| HeaterFramework=SimGCL2026.06 | 12.3 | 17.63 | |
| ALDIFramework=MF2026.06 | 12.03 | 16.71 | |
| HeaterFramework=MF2026.06 | 10.74 | 15.36 | |
| CLCRecFramework=MF2026.06 | 10.53 | 14.66 | |
| BackboneFramework=MF2026.06 | 10.44 | 14.57 | |
| MetaEmbFramework=MF2026.06 | 10.44 | 13.71 | |
| DropoutNetFramework=SimGCL2026.06 | 8.86 | 13.77 | |
| DropoutNetFramework=LightGCN2026.06 | 8.71 | 12.34 | |
| GoRecFramework=LightGCN2026.06 | 8.07 | 12.07 | |
| GoRecFramework=SimGCL2026.06 | 7.78 | 12.35 | |
| GoRecFramework=MF2026.06 | 7.13 | 10.87 | |
| DropoutNetFramework=MF2026.06 | 6.73 | 10.22 |