KuaiRec
Benchmarks
| Task Name | Dataset Name | SOTA Result | Trend | |
|---|---|---|---|---|
| Sequential Recommendation | KuaiRec | HR@205.78 | 20 | |
| Interactive Recommendation | KuaiRec Max Len 30 | Rcum29.99 | 16 | |
| Recommendation | KuaiRec | UAUC77.24 | 13 | |
| Recommendation | KuaiRec (test) | Precision@5091.2 | 13 | |
| Watch Time Prediction | KuaiRec (Offline) | MAE3.1588 | 12 | |
| Off-Policy Evaluation | KuaiRec slate experiments | Downstream OPE RMSE0.617 | 12 | |
| Early Stage Retrieval | KuaiRec (test) | Policy Value8.32 | 12 | |
| Rating Prediction | KuaiRec unbiased (test) | AUC78.8 | 12 | |
| Off-policy model selection | KuaiRec | Top-1 Accuracy28 | 10 | |
| Recommendation | KuaiRec | Recall@203.46 | 10 | |
| POI Recommendation | KuaiRec | Normalized Accumulated Reward5.08 | 10 | |
| Sequential Recommendation | KuaiRec (test) | H@10.0467 | 10 | |
| Ranking | KuaiRec-Big | AUC0.8348 | 9 | |
| Maximizing Interest | KuaiRec dense | N@560.7 | 9 | |
| Item Retrieval | KuaiRec (test) | Hit@200.0233 | 9 | |
| Interactive Recommendation | KuaiRec | Tint16.4 | 9 | |
| Recommendation | KuaiRec | NDCG@1011.1 | 8 | |
| Ranking | KuaiRec | NDCG@559.7 | 8 | |
| Ranking | KuaiRec Trend Promotion (test) | N@562.2 | 8 | |
| Ranking | KuaiRec Explore New Topics (test) | N@573.3 | 8 | |
| Interactive Recommendation | KuaiRec Max Len 50 | Rcum43.37 | 8 | |
| Sequential Recommendation | KuaiRec Large | HR@100.1565 | 7 | |
| Sequential Recommendation | KuaiRec Small | HR@1023.5 | 7 | |
| Retrieval | KuaiRec-B | Recall@102.54 | 6 | |
| Retrieval | KuaiRec-S | Recall@104.18 | 6 |
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