Recommendation on Amazon Video
83.5HR@10SemFGRec
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| SemFGRecGroup=Ours, alpha=0.32026.06 | 83.5 | — | — | 74.3 | |
| GFedPPGroup=FedRec, alpha=0.32026.06 | 82.2 | — | — | 73 | |
| UFGraphFRGroup=FedRec, alpha=0.32026.06 | 81.8 | — | — | 72.6 | |
| FedRecGEL2026.03 | 62.7 | 51.2 | 37.6 | 41.33 | |
| FedNCF2026.03 | 60.88 | 48.79 | 35.04 | 38.86 | |
| CoFedRec2026.03 | 60.82 | 48.24 | 35.11 | 40.5 | |
| NCFGroup=CenRec, alpha=0.32026.06 | 60.6 | — | — | 39.2 | |
| LightGCNGroup=CenRec, alpha=0.32026.06 | 60.4 | — | — | 39.3 | |
| FedMFGroup=FedRec, alpha=0.32026.06 | 59.7 | — | — | 38.6 | |
| PFedRecGroup=FedRec, alpha=0.32026.06 | 59.6 | — | — | 37.8 | |
| PFedRec2026.03 | 59.59 | 46.73 | 34.04 | 38.13 | |
| PerFedRec2026.03 | 59.54 | 45.82 | 33.9 | 40.07 | |
| FedReconGroup=FedRec, alpha=0.32026.06 | 58.8 | — | — | 38.1 | |
| GPFedRecGroup=FedRec, alpha=0.32026.06 | 58.6 | — | — | 38.4 | |
| MetaMFGroup=FedRec, alpha=0.32026.06 | 58 | — | — | 37.6 | |
| FedNCFGroup=FedRec, alpha=0.32026.06 | 57.9 | — | — | 36.9 | |
| GPFedRec2026.03 | 57.26 | 45.66 | 32.96 | 36.74 | |
| FedLightGCNGroup=FedRec, alpha=0.32026.06 | 56.1 | — | — | 34.9 | |
| MFGroup=CenRec, alpha=0.32026.06 | 47.2 | — | — | 30.4 | |
| FedMF2026.03 | 45.57 | 38.54 | 23.74 | 26.02 | |
| FedRAP2026.03 | 43.88 | 31.9 | 25.16 | 31.47 |