| Dataset Name | SOTA Method | Metric | Trend | ||
|---|---|---|---|---|---|
| Gowalla (test) | BSPM-EM | Recall@200.192 | 177 | 25d ago | |
| Gowalla | TPSC-FO | Recall@2023.48 | 153 | 3d ago | |
| Amazon-Book (test) | ProEx | Recall@200.1596 | 119 | 25d ago | |
| Yelp 2018 (test) | LPSFed | Recall@207.83 | 101 | 25d ago | |
| Amazon-Book | TAGCF | Recall@2018.43 | 91 | 3d ago | |
| MovieLens | TALLRec | Accuracy97.9 | 84 | 8d ago | |
| Yelp (test) | LIA | NDCG@209.82 | 82 | 11d ago | |
| ML1M | NDCG@2045.23 | 81 | 5d ago | ||
| Amazon Sports (test) | SSR | Recall@108.25 | 57 | 1mo ago | |
| Amazon Baby (test) | SSR | Recall@200.1103 | 57 | 1mo ago | |
| MovieLens 100K (test) | RMSE0.883 | 55 | 1mo ago | ||
| Yelp 2018 | SaD | Recall@2019.69 | 53 | 3d ago | |
| Sports | AgentDR | Recall@100.175 | 48 | 11d ago | |
| Beauty | ISRF | NDCG@552.17 | 48 | 1mo ago | |
| MovieLens-1M (test) | MLLMRec-R1 | NDCG@567.84 | 46 | 25d ago | |
| REDIAL (test) | Llama2 + FNSCRS | Recall@1050 | 46 | 1mo ago | |
| Amazon-Movie IID (test) | DSL | Recall@2013.36 | 42 | 1mo ago | |
| CiteULike (test) | RCE-KD | Recall@105.24 | 40 | 1mo ago | |
| Clothing | MoToRec | Recall@106.88 | 40 | 11d ago | |
| Industrial | FedPerGNN | N@100.1315 | 36 | 1mo ago | |
| Software | FedPerGNN | N@1025.23 | 36 | 1mo ago | |
| RetailRocket | ProtoFed-SP | Hit Rate @ 1048.7 | 35 | 18d ago | |
| Yelp | LMMRec | NDCG@107.79 | 35 | 23d ago | |
| Epinions (test) | PSP-NS | Recall@2011.46 | 33 | 1mo ago | |
| Amazon-Book IID (test) | PSL-tanh | Recall@200.1575 | 33 | 1mo ago |
