Federated Cross-Domain Recommendation on GoodReads Crime
3.58H@5Ditto
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| Ditto2026.02 | 3.58 | 4.52 | 2.41 | 2.71 | |
| FeDecider2026.02 | 3.52 | 4.78 | 2.52 | 2.92 | |
| FeDeciderArchitecture=LLM-Based Framework2026.02 | 3.52 | 4.78 | 2.52 | 2.92 | |
| FedProx2026.02 | 3.4 | 4.12 | 2.33 | 2.57 | |
| Local train2026.02 | 3.39 | 4.26 | 2.32 | 2.6 | |
| PFedAvg2026.02 | 3.28 | 4.2 | 2.23 | 2.36 | |
| Rolora2026.02 | 3.22 | 4.08 | 2.17 | 2.45 | |
| FDLoRA2026.02 | 3.22 | 3.96 | 2.15 | 2.39 | |
| FellRec2026.02 | 3.16 | 4.06 | 2.11 | 2.4 | |
| FedGCDREmbedding Size=1282026.02 | 3.1 | 4.44 | 2.18 | 2.59 | |
| FFA-LoRA2026.02 | 3.04 | 3.7 | 2 | 2.22 | |
| FedHCDREmbedding Size=1282026.02 | 2.24 | 3.38 | 1.75 | 2.12 | |
| FedAvg2026.02 | 1.98 | 2.52 | 1.54 | 1.71 | |
| FedDCSREmbedding Size=1282026.02 | 1.78 | 2.54 | 1.04 | 1.27 |