Paper | Code | HR@5 | HR@10 | HR@20 | NDCG@5 | NDCG@10 | NDCG@20 | HR@5 (99 Neg. Samples) | HR@10 (99 Neg. Samples) | NDCG@5 (99 Neg. Samples) | NDCG@10 (99 Neg. Samples) | MRR (99 Neg. Samples) | HR@50 | MRR@10 | MRR@20 | MRR@50 | NDCG@50 | ModelName | ReleaseDate |
---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
TiM4Rec: An Efficient Sequential Recommendation Model Based on Time-Aware Structured State Space Duality Model | ✓ Link | 0.2308 | 0.331 | 0.4338 | 0.1608 | 0.1932 | 0.2194 | 0.577 | 0.1512 | 0.1584 | 0.1629 | 0.2477 | TiM4Rec | 2024-09-24 | |||||
An Attentive Inductive Bias for Sequential Recommendation beyond the Self-Attention | ✓ Link | 0.1944 | 0.2757 | 0.3884 | 0.1306 | 0.1568 | 0.1851 | 0.7023 | 0.7978 | 0.5646 | 0.5955 | 0.5406 | BSARec | 2023-12-16 | |||||
Self-Attentive Sequential Recommendation | ✓ Link | 0.1374 | 0.2137 | 0.3245 | 0.0873 | 0.1116 | 0.1395 | 0.6874 | 0.7904 | 0.5308 | 0.5642 | 0.5020 | SASRec | 2018-08-20 | |||||
SS4Rec: Continuous-Time Sequential Recommendation with State Space Models | ✓ Link | 0.3561 | 0.2127 | 0.1688 | SS4Rec | 2025-02-12 |