Recommendation on ML-100K (Ranking Metrics K=20)
46.15HR@5Original
Evaluation Results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| OriginalBase Model=FedVAE, Attribute=Gender2025.11 | 46.15 | 32.4 | 78.75 | 42.19 | 83.52 | 43.31 | |
| OriginalBase Model=FedVAE, Attribute=Age2025.11 | 46.15 | 32.4 | 78.75 | 42.19 | 83.52 | 43.31 | |
| FedAU2Base Model=FedVAE, Attribute=Gender2025.11 | 44.32 | 30.22 | 75.27 | 39.59 | 82.42 | 41.28 | |
| OriginalBase Model=FedNCF, Attribute=Gender2025.11 | 43.96 | 29.92 | 74.91 | 39.24 | 82.6 | 41.06 | |
| OriginalBase Model=FedNCF, Attribute=Age2025.11 | 43.96 | 29.92 | 74.91 | 39.24 | 82.6 | 41.06 | |
| FedAU2Base Model=FedNCF, Attribute=Gender2025.11 | 43.22 | 28.52 | 71.79 | 37.2 | 79.3 | 38.98 | |
| FedAU2Base Model=FedVAE, Attribute=Age2025.11 | 43.22 | 29.68 | 73.26 | 38.72 | 80.4 | 40.41 | |
| FedAU2Base Model=FedNCF, Attribute=Age2025.11 | 38.46 | 25.84 | 69.23 | 35.11 | 76.74 | 36.89 | |
| APMBase Model=FedNCF, Attribute=Gender2025.11 | 37.73 | 25.21 | 67.22 | 34.06 | 75.46 | 36.01 | |
| APMBase Model=FedNCF, Attribute=Age2025.11 | 37.73 | 25.21 | 67.22 | 34.06 | 75.46 | 36.01 | |
| APMBase Model=FedVAE, Attribute=Gender2025.11 | 37.18 | 24.64 | 64.29 | 32.68 | 69.41 | 33.9 | |
| APMBase Model=FedVAE, Attribute=Age2025.11 | 37.18 | 24.64 | 64.29 | 32.68 | 69.41 | 33.9 | |
| FedAU2Base Model=FedRAP, Attribute=Gender2025.11 | 30.4 | 21.26 | 51.1 | 27.45 | 58.42 | 29.18 | |
| FedAU2Base Model=FedRAP, Attribute=Age2025.11 | 29.3 | 20.01 | 52.93 | 27.11 | 59.34 | 28.63 | |
| OriginalBase Model=FedRAP, Attribute=Gender2025.11 | 29.12 | 19.07 | 51.83 | 25.9 | 56.04 | 26.9 | |
| OriginalBase Model=FedRAP, Attribute=Age2025.11 | 29.12 | 19.07 | 51.83 | 25.9 | 56.04 | 26.9 | |
| APMBase Model=FedRAP, Attribute=Gender2025.11 | 27.84 | 18.25 | 47.25 | 24.07 | 51.47 | 25.08 | |
| APMBase Model=FedRAP, Attribute=Age2025.11 | 27.84 | 18.25 | 47.25 | 24.07 | 51.47 | 25.08 |