Top-K Recommendation on Taobao
0.231NDCG@10ProtoFed-SP
Evaluation results
| Method | Links | ||
|---|---|---|---|
| ProtoFed-SP2026.03 | 0.231 | 46.1 | |
| FedRAP2026.03 | 0.226 | 45.1 | |
| FedProx2026.03 | 0.223 | 44.7 | |
| Ditto2026.03 | 0.223 | 44.7 | |
| INFER2026.03 | 0.222 | 44.8 | |
| ReLoop22026.03 | 0.221 | 44.6 | |
| CCD2026.03 | 0.22 | 44.4 | |
| Dual-LoRA (LSAT)2026.03 | 0.22 | 44.5 | |
| ReLoop2026.03 | 0.219 | 44.3 | |
| FedAvg-Finetune2026.03 | 0.219 | 44.2 | |
| PCL2026.03 | 0.219 | 44.3 | |
| ER-Freq2026.03 | 0.218 | 44.1 | |
| FullRetrain2026.03 | 0.217 | 43.8 | |
| AdapterCL2026.03 | 0.217 | 44.1 | |
| Prefix/Prompt-Tuning2026.03 | 0.216 | 44 | |
| ER-Random2026.03 | 0.215 | 43.7 | |
| Personalized Imitation2026.03 | 0.214 | 43.5 | |
| RecICL2026.03 | 0.214 | 43.5 | |
| LwF2026.03 | 0.212 | 43.1 | |
| EWC2026.03 | 0.211 | 42.8 | |
| MAS2026.03 | 0.21 | 42.7 | |
| FineTune-Last2026.03 | 0.208 | 42.1 | |
| SI2026.03 | 0.207 | 42 |