Federated Cross-Domain Recommendation on GoodReads Comics
8.62Hit Rate @5FeDecider
Evaluation Results
| Method | Links | ||||
|---|---|---|---|---|---|
| FeDecider2026.02 | 8.62 | 10.78 | 7.01 | 7.71 | |
| FeDeciderArchitecture=LLM-Based Framework2026.02 | 8.62 | 10.78 | 7.01 | 7.71 | |
| FellRec2026.02 | 8.4 | 10.56 | 6.37 | 7.06 | |
| FedProx2026.02 | 8.38 | 10.56 | 6.61 | 7.38 | |
| Ditto2026.02 | 8.36 | 10.36 | 6.51 | 7.16 | |
| Local train2026.02 | 8.2 | 10.71 | 6.25 | 7.06 | |
| Rolora2026.02 | 8.2 | 10.32 | 6.35 | 7.03 | |
| FDLoRA2026.02 | 8.18 | 10.54 | 6.2 | 6.97 | |
| PFedAvg2026.02 | 8.04 | 10.06 | 6.2 | 6.84 | |
| FFA-LoRA2026.02 | 6.76 | 8.88 | 5.17 | 5.86 | |
| FedAvg2026.02 | 5.98 | 7.9 | 4.58 | 5.2 | |
| FedHCDREmbedding Size=1282026.02 | 1.96 | 4.04 | 1.19 | 1.85 | |
| FedGCDREmbedding Size=1282026.02 | 1.92 | 3.1 | 1.12 | 1.5 | |
| FedDCSREmbedding Size=1282026.02 | 1.28 | 3.08 | 0.63 | 1.21 |