Recommendation on MovieLens 100K
77.7HR@10SemFGRec
Evaluation results
| Method | Links | ||
|---|---|---|---|
| SemFGRecGroup=Ours, alpha=0.32026.06 | 77.7 | 49 | |
| UFGraphFRRecommendation Setting=Federated2025.01 | 76.03 | 47.31 | |
| UFGraphFRGroup=FedRec, alpha=0.32026.06 | 75.7 | 47 | |
| UFGraphFR-LiteRecommendation Setting=Federated2025.01 | 75.19 | 46.46 | |
| GFedPPGroup=FedRec, alpha=0.32026.06 | 73.3 | 43.9 | |
| GPFedRecRecommendation Setting=Federated2025.01 | 72.65 | 43.67 | |
| GPFedRecGroup=FedRec, alpha=0.32026.06 | 72.5 | 43.4 | |
| PFedRecGroup=FedRec, alpha=0.32026.06 | 71.9 | 43.6 | |
| PFedRecRecommendation Setting=Federated2025.01 | 71.37 | 42.59 | |
| MetaMFGroup=FedRec, alpha=0.32026.06 | 66.7 | 41.1 | |
| MetaMFRecommendation Setting=Federated2025.01 | 66.21 | 41.02 | |
| FedMFRecommendation Setting=Federated2025.01 | 66.17 | 38.73 | |
| FedReconRecommendation Setting=Federated2025.01 | 65.22 | 38.49 | |
| FedMFGroup=FedRec, alpha=0.32026.06 | 65.1 | 39.3 | |
| SGLRecommendation Setting=Centralized2025.01 | 64.9 | 40.02 | |
| NCFGroup=CenRec, alpha=0.32026.06 | 64.9 | 38.3 | |
| FedReconGroup=FedRec, alpha=0.32026.06 | 64.8 | 38.3 | |
| MFGroup=CenRec, alpha=0.32026.06 | 64.6 | 38.8 | |
| MFRecommendation Setting=Centralized2025.01 | 64.58 | 38.69 | |
| LightGCNGroup=CenRec, alpha=0.32026.06 | 64.3 | 37.4 | |
| NCFRecommendation Setting=Centralized2025.01 | 64.21 | 37.13 | |
| FedNCFGroup=FedRec, alpha=0.32026.06 | 60.9 | 34.2 | |
| FedNCFRecommendation Setting=Federated2025.01 | 60.66 | 33.93 | |
| FedLightGCNRecommendation Setting=Federated2025.01 | 24.53 | 12.78 | |
| FedLightGCNGroup=FedRec, alpha=0.32026.06 | 23.8 | 12.7 | |
| FedPerGNNRecommendation Setting=Federated2025.01 | 11.52 | 5.08 |