Top-K Recommendation on H&M
28.4NDCG@10ProtoFed-SP
Evaluation results
| Method | Links | ||
|---|---|---|---|
| ProtoFed-SP2026.03 | 28.4 | 51.2 | |
| Dual-LoRA (LSAT)2026.03 | 27.7 | 50.3 | |
| Prefix/Prompt-Tuning2026.03 | 27.1 | 49.7 | |
| INFER2026.03 | 27 | 49.7 | |
| PCL2026.03 | 26.9 | 49.4 | |
| ReLoop22026.03 | 26.8 | 49.5 | |
| AdapterCL2026.03 | 26.8 | 49.4 | |
| CCD2026.03 | 26.7 | 49.4 | |
| FedRAP2026.03 | 26.6 | 49.2 | |
| RecICL2026.03 | 26.6 | 49.2 | |
| ReLoop2026.03 | 26.5 | 49.2 | |
| ER-Freq2026.03 | 26.3 | 48.9 | |
| Ditto2026.03 | 26.3 | 48.9 | |
| FullRetrain2026.03 | 26.2 | 48.7 | |
| FedProx2026.03 | 26.2 | 48.7 | |
| FedAvg-Finetune2026.03 | 26.1 | 48.6 | |
| ER-Random2026.03 | 26 | 48.5 | |
| Personalized Imitation2026.03 | 25.9 | 48.3 | |
| LwF2026.03 | 25.7 | 48 | |
| EWC2026.03 | 25.5 | 47.6 | |
| MAS2026.03 | 25.4 | 47.6 | |
| FineTune-Last2026.03 | 25.1 | 47.2 | |
| SI2026.03 | 25.1 | 47.2 |