Recommendation on Lastfm-2K
85.69HR@10UFGraphFR
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| UFGraphFRRecommendation Setting=Federated2025.01 | 85.69 | 77.32 | — | — | |
| UFGraphFR-LiteRecommendation Setting=Federated2025.01 | 85.19 | 77.32 | — | — | |
| GPFedRecRecommendation Setting=Federated2025.01 | 83.44 | 74.11 | — | — | |
| MFRecommendation Setting=Centralized2025.01 | 83.13 | 71.78 | — | — | |
| NCFRecommendation Setting=Centralized2025.01 | 82.57 | 68.26 | — | — | |
| PFedRecRecommendation Setting=Federated2025.01 | 82.38 | 73.19 | — | — | |
| SGLRecommendation Setting=Centralized2025.01 | 82.37 | 68.59 | — | — | |
| FedReconRecommendation Setting=Federated2025.01 | 82.06 | 67.37 | — | — | |
| FedMFRecommendation Setting=Federated2025.01 | 81.63 | 68.18 | — | — | |
| FedNCFRecommendation Setting=Federated2025.01 | 81.44 | 61.95 | — | — | |
| PFedRec2026.03 | 81.35 | 72.34 | 76.4 | 70.59 | |
| MetaMFRecommendation Setting=Federated2025.01 | 81.04 | 64.13 | — | — | |
| FedRecGEL2026.03 | 80.69 | 73.56 | 73.92 | 70.79 | |
| GPFedRec2026.03 | 80.35 | 70.7 | 70.92 | 61.41 | |
| FedMF2026.03 | 78.63 | 66.71 | 73.1 | 65.02 | |
| CoFedRec2026.03 | 77.23 | 68.96 | 73.85 | 68.68 | |
| FedRAP2026.03 | 75.71 | 71.53 | 68.33 | 64.55 | |
| PerFedRec2026.03 | 63.96 | 44.24 | 45.94 | 37.83 | |
| FedNCF2026.03 | 63.85 | 42.82 | 52.08 | 38.98 | |
| FedLightGCNRecommendation Setting=Federated2025.01 | 43.75 | 15.17 | — | — | |
| FedPerGNNRecommendation Setting=Federated2025.01 | 10.56 | 4.25 | — | — |