Recommendation on RetailRocket
29.96NDCG @ 10Fed-TiSASRec w/ FCUCR
Evaluation results
| Method | Links | ||
|---|---|---|---|
| Fed-TiSASRec w/ FCUCRType=Sequential2026.03 | 29.96 | 37.5 | |
| Fed-SASRec w/ FCUCRType=Sequential2026.03 | 28.79 | 36.02 | |
| Fed-GRU4REC w/ FCUCRType=Sequential2026.03 | 26.87 | 34.54 | |
| ProtoFed-SP2026.03 | 25.7 | 48.7 | |
| INFER2026.03 | 25.1 | 47.8 | |
| ReLoop22026.03 | 24.8 | 47.2 | |
| CCD2026.03 | 24.7 | 47.1 | |
| Dual-LoRA (LSAT)2026.03 | 24.7 | 47.2 | |
| ReLoop2026.03 | 24.6 | 47.1 | |
| FedRAP2026.03 | 24.6 | 47.1 | |
| PCL2026.03 | 24.6 | 47.2 | |
| ER-Freq2026.03 | 24.5 | 46.9 | |
| AdapterCL2026.03 | 24.5 | 46.9 | |
| FullRetrain2026.03 | 24.4 | 46.6 | |
| Prefix/Prompt-Tuning2026.03 | 24.4 | 46.7 | |
| Ditto2026.03 | 24.3 | 46.6 | |
| ER-Random2026.03 | 24.2 | 46.4 | |
| RecICL2026.03 | 24.2 | 46.8 | |
| Personalized Imitation2026.03 | 24.1 | 46.3 | |
| FedProx2026.03 | 24.1 | 46.2 | |
| FedAvg-Finetune2026.03 | 24 | 46 | |
| LwF2026.03 | 23.8 | 45.7 | |
| EWC2026.03 | 23.6 | 45.4 | |
| SI2026.03 | 23.5 | 45.2 | |
| MAS2026.03 | 23.5 | 45.2 | |
| FineTune-Last2026.03 | 23.2 | 44.6 | |
| FedRAPType=Federated2026.03 | 21.98 | 31.83 | |
| Fed-DMI-GNNType=Session-based2026.03 | 19.83 | 28.76 | |
| PFedRecType=Federated2026.03 | 17.06 | 26.03 | |
| Fed-TiSASRecType=Sequential2026.03 | 16.02 | 26.08 | |
| Fed-SASRecType=Sequential2026.03 | 15.27 | 25.74 | |
| Fed-MiaSRecType=Session-based2026.03 | 14.39 | 24.73 | |
| Fed-GRU4RECType=Sequential2026.03 | 14.32 | 23.92 | |
| GPFedRecType=Federated2026.03 | 13.22 | 23.03 | |
| Fed-HearIntType=Session-based2026.03 | 12.93 | 23.05 | |
| RecVAESimilarity=User-Item2026.04 | 12.81 | — | |
| RecVAESimilarity=Weighted2026.04 | 12.63 | — | |
| BPRSimilarity=Weighted2026.04 | 10.78 | — | |
| BPRSimilarity=Item-Item2026.04 | 10.5 | — | |
| ALSSimilarity=Weighted2026.04 | 10.17 | — | |
| ALSSimilarity=Item-Item2026.04 | 10.03 | — | |
| BPRSimilarity=User-Item2026.04 | 9.99 | — | |
| ALSSimilarity=User-Item2026.04 | 9.45 | — | |
| RecVAESimilarity=Item-Item2026.04 | 4.4 | — |