Recommendation on MovieLens 20M
64.042nDCG@10HyperML
Evaluation results
| Method | Links | ||
|---|---|---|---|
| HyperMLEmbedding Size=64, Batch Size=5122018.09 | 64.042 | 87.363 | |
| LRMLEmbedding Size=64, Batch Size=5122018.09 | 63.775 | 81.327 | |
| MF-BPREmbedding Size=64, Batch Size=5122018.09 | 63.462 | 82.206 | |
| CMLEmbedding Size=64, Batch Size=5122018.09 | 62.664 | 85.571 | |
| MLPEmbedding Size=64, Batch Size=5122018.09 | 62.5 | 84.38 | |
| NCFEmbedding Size=64, Batch Size=5122018.09 | 59.485 | 81.859 | |
| ProtoFed-SP2026.03 | 32.9 | 65.8 | |
| Dual-LoRA (LSAT)2026.03 | 32.3 | 64.7 | |
| ReLoop22026.03 | 32 | 64.5 | |
| FullRetrain2026.03 | 31.9 | 64.4 | |
| INFER2026.03 | 31.8 | 64.2 | |
| ReLoop2026.03 | 31.7 | 63.8 | |
| CCD2026.03 | 31.7 | 63.9 | |
| ER-Freq2026.03 | 31.6 | 63.7 | |
| AdapterCL2026.03 | 31.6 | 63.7 | |
| PCL2026.03 | 31.6 | 63.6 | |
| Prefix/Prompt-Tuning2026.03 | 31.5 | 63.6 | |
| ER-Random2026.03 | 31.4 | 63.4 | |
| FedRAP2026.03 | 31.4 | 63.5 | |
| Personalized Imitation2026.03 | 31.3 | 63.3 | |
| Ditto2026.03 | 31.2 | 63.2 | |
| FedProx2026.03 | 31.1 | 63.1 | |
| RecICL2026.03 | 31.1 | 62.8 | |
| LwF2026.03 | 31 | 62.9 | |
| FedAvg-Finetune2026.03 | 30.9 | 62.8 | |
| EWC2026.03 | 30.7 | 62.5 | |
| SI2026.03 | 30.6 | 62.3 | |
| MAS2026.03 | 30.5 | 62.2 | |
| FineTune-Last2026.03 | 30.2 | 61.6 |