Recommendation on Yelp (Recall and NDCG @10, 20, 40)
0.119NDCG@10ProtoFed-SP
Evaluation results
| Method | Links | |||||||
|---|---|---|---|---|---|---|---|---|
| ProtoFed-SP2026.03 | 0.119 | — | — | — | — | — | 0.233 | |
| INFER2026.03 | 0.115 | — | — | — | — | — | 0.229 | |
| Dual-LoRA (LSAT)2026.03 | 0.114 | — | — | — | — | — | 0.225 | |
| ReLoop22026.03 | 0.113 | — | — | — | — | — | 0.226 | |
| CCD2026.03 | 0.112 | — | — | — | — | — | 0.223 | |
| PCL2026.03 | 0.112 | — | — | — | — | — | 0.224 | |
| ReLoop2026.03 | 0.111 | — | — | — | — | — | 0.222 | |
| Prefix/Prompt-Tuning2026.03 | 0.111 | — | — | — | — | — | 0.222 | |
| AdapterCL2026.03 | 0.111 | — | — | — | — | — | 0.221 | |
| ER-Freq2026.03 | 0.11 | — | — | — | — | — | 0.22 | |
| FedRAP2026.03 | 0.11 | — | — | — | — | — | 0.219 | |
| RecICL2026.03 | 0.11 | — | — | — | — | — | 0.221 | |
| FullRetrain2026.03 | 0.109 | — | — | — | — | — | 0.22 | |
| Personalized Imitation2026.03 | 0.108 | — | — | — | — | — | 0.218 | |
| Ditto2026.03 | 0.108 | — | — | — | — | — | 0.217 | |
| ER-Random2026.03 | 0.107 | — | — | — | — | — | 0.216 | |
| FedProx2026.03 | 0.107 | — | — | — | — | — | 0.215 | |
| EWC2026.03 | 0.106 | — | — | — | — | — | 0.214 | |
| LwF2026.03 | 0.106 | — | — | — | — | — | 0.214 | |
| FedAvg-Finetune2026.03 | 0.106 | — | — | — | — | — | 0.214 | |
| SI2026.03 | 0.105 | — | — | — | — | — | 0.213 | |
| MAS2026.03 | 0.105 | — | — | — | — | — | 0.213 | |
| FineTune-Last2026.03 | 0.101 | — | — | — | — | — | 0.206 | |
| SGL2026.01 | 0.0512 | 0.0635 | 0.1018 | 0.1598 | 0.0641 | 0.0813 | — | |
| CoLaKG2026.01 | 0.051 | 0.0636 | 0.102 | 0.1604 | 0.064 | 0.0814 | — | |
| RLMRec2026.01 | 0.0501 | 0.0635 | 0.1006 | 0.159 | 0.0627 | 0.0799 | — | |
| SPiKE2026.01 | 0.0499 | 0.0631 | 0.103 | 0.1613 | 0.0633 | 0.0806 | — | |
| DiffKG2026.01 | 0.0495 | 0.0623 | 0.1007 | 0.157 | 0.0623 | 0.0792 | — | |
| LightGCN2026.01 | 0.0487 | 0.0612 | 0.1002 | 0.1572 | 0.0618 | 0.0787 | — | |
| LightGCL2026.01 | 0.0475 | 0.0599 | 0.0977 | 0.1559 | 0.0603 | 0.0776 | — | |
| BPR-MF2026.01 | 0.047 | 0.0592 | 0.096 | 0.1521 | 0.0594 | 0.0762 | — | |
| KGRec2026.01 | 0.0449 | 0.0549 | 0.0938 | 0.1499 | 0.0573 | 0.0741 | — |