Sequential Recommendation on Toys (HR@10, HR@20, NDCG@10, NDCG@20)
11.47HR@10SAERec
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| SAERec2026.06 | 11.47 | 15.29 | 7.23 | 8.2 | |
| ICSRec2026.06 | 10.43 | 13.52 | 6.52 | 7.3 | |
| IRLLRec2026.06 | 10.12 | 14.11 | 6.18 | 7.52 | |
| DuoRec2026.06 | 9.59 | 12.93 | 4.9 | 5.74 | |
| FEARecRanking Protocol=Full-Catalog2026.06 | 9.2 | 12.51 | 4.56 | 5.39 | |
| SRPFNRanking Protocol=Full-Catalog2026.06 | 8.72 | 13.05 | 4.28 | 5.4 | |
| ICLRec2026.06 | 8.34 | 11.39 | 4.63 | 5.57 | |
| IOCRec2026.06 | 8.04 | 11.32 | 3.81 | 4.64 | |
| CoSeRec2026.06 | 7.55 | 10.37 | 4.42 | 5.13 | |
| SASRecRanking Protocol=Full-Catalog2026.06 | 7.44 | 10.11 | 4.31 | 4.98 | |
| CL4SRec2026.06 | 7.36 | 9.9 | 3.39 | 4.04 | |
| LLMInit2026.06 | 7.29 | 10.69 | 3.28 | 4.14 | |
| TDPM2026.06 | 7.26 | 10.8 | 3.8 | 4.69 | |
| UniSRec2026.06 | 6.95 | 10.24 | 3.19 | 4.02 | |
| P52026.06 | 6.9 | 7.67 | 5.33 | 5.53 | |
| S3-RecMIP2026.06 | 6.89 | 9.4 | 3.83 | 4.52 | |
| AlphaFuse2026.06 | 6.88 | 10.1 | 3.05 | 3.86 | |
| FMLP-Rec2026.06 | 6.71 | 9.74 | 3.65 | 4.41 | |
| DSSRec2026.06 | 6.71 | 9.42 | 3.69 | 4.37 | |
| SASRec2026.06 | 6.52 | 9.57 | 3.2 | 3.97 | |
| SINE2026.06 | 6.31 | 9.27 | 3.83 | 4.64 | |
| LC-Rec2026.06 | 5.9 | 8.59 | 3.12 | 3.79 | |
| TIGER2026.06 | 5.38 | 7.85 | 3.01 | 3.63 | |
| SASRec2026.06 | 5.37 | 7.82 | 3.05 | 3.67 | |
| BERT4Rec2026.06 | 5.24 | 7.6 | 3.09 | 3.68 | |
| MoRec2026.06 | 4.98 | 7.65 | 2.34 | 3.01 | |
| PreferDiff2026.06 | 4.94 | 6.44 | 3.43 | 3.8 | |
| PreferGrow2026.06 | 4.8 | 6.25 | 3.31 | 3.67 | |
| DDSR2026.06 | 4.79 | 6.18 | 3.32 | 3.67 | |
| BERT4Rec2026.06 | 4.36 | 6.17 | 2.42 | 2.87 | |
| Caser2026.06 | 3.33 | 5.42 | 1.68 | 2.21 | |
| GRU4Rec2026.06 | 2.11 | 3.48 | 1.06 | 1.4 | |
| BPR2026.06 | 1.97 | 3.27 | 1.01 | 1.32 | |
| GRU4Rec2026.06 | 1.84 | 2.9 | 0.97 | 1.23 | |
| Caser2026.06 | 1.61 | 2.68 | 0.79 | 1.06 |