| Task Name | Dataset Name | SOTA Result | Trend | |
|---|---|---|---|---|
| Recommendation | Amazon-Book (test) | Recall@200.1596 | 119 | |
| Recommendation | Amazon-Book | Recall@2018.43 | 91 | |
| Collaborative Filtering | Amazon-Book | MRR@100.0814 | 35 | |
| Collaborative Filtering | Amazon-Book (test) | Recall@207.36 | 35 | |
| Recommendation | Amazon-Book IID (test) | Recall@200.1575 | 33 | |
| Personalized Federated Recommendation | Amazon-Book Overall Averaged across all clients (15-client partition) | Recall@204.19 | 11 | |
| Personalized Federated Recommendation | Amazon-Book Small-Sparse (15-client partition) | Recall@203.31 | 11 | |
| Personalized Federated Recommendation | Amazon-Book Medium-Balanced (15-client partition) | Recall@205.5 | 11 | |
| Personalized Federated Recommendation | Amazon-Book Large-Dense (15-client partition) | Recall@207.69 | 11 | |
| Recommendation | Amazon-Book (Imbalanced) | NDCG@20 (Tail)0.78 | 11 | |
| Recommendation | Amazon-Book (Balanced) | NDCG@20 (Tail)0.0063 | 11 | |
| Recommendation | Amazon-Book 80/20 (test) | Recall@100.0625 | 9 | |
| Recommendation | Amazon Book | Accuracy60.6 | 6 |