Top-K Recommendation on Amazon Electronics
14.2NDCG@10ProtoFed-SP
Evaluation results
| Method | Links | ||
|---|---|---|---|
| ProtoFed-SP2026.03 | 14.2 | 27.1 | |
| ReLoop22026.03 | 13.7 | 26.5 | |
| INFER2026.03 | 13.6 | 26.3 | |
| Dual-LoRA (LSAT)2026.03 | 13.5 | 26.3 | |
| ER-Freq2026.03 | 13.4 | 25.5 | |
| ReLoop2026.03 | 13.4 | 25.6 | |
| CCD2026.03 | 13.4 | 25.7 | |
| FullRetrain2026.03 | 13.3 | 25.7 | |
| AdapterCL2026.03 | 13.3 | 25.4 | |
| FedRAP2026.03 | 13.3 | 25.6 | |
| PCL2026.03 | 13.3 | 25.7 | |
| Personalized Imitation2026.03 | 13.2 | 25.2 | |
| Prefix/Prompt-Tuning2026.03 | 13.2 | 25.2 | |
| ER-Random2026.03 | 13.1 | 25.1 | |
| Ditto2026.03 | 13.1 | 25.2 | |
| FedProx2026.03 | 13 | 25.1 | |
| LwF2026.03 | 12.9 | 24.9 | |
| FedAvg-Finetune2026.03 | 12.9 | 24.9 | |
| EWC2026.03 | 12.8 | 24.8 | |
| RecICL2026.03 | 12.8 | 25 | |
| SI2026.03 | 12.7 | 24.6 | |
| MAS2026.03 | 12.7 | 24.7 | |
| FineTune-Last2026.03 | 12.2 | 24 |