Sequential Recommendation on Beauty (test)
5.17NDCG@10CAMMSR
Evaluation results
| Method | Links | |||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| CAMMSR2026.03 | 5.17 | — | — | — | 4.29 | 3.74 | 4.04 | — | — | — | — | |
| IISAN2026.03 | 4.64 | — | — | — | 3.72 | 3.09 | 3.47 | — | — | — | — | |
| RaSeRec2024.12 | 4.63 | — | — | 8.6 | — | — | — | — | — | — | — | |
| Teacher (SASRec)Base Model=SASRec, Embedding size=2002023.09 | 4.52 | 1.98 | 5.44 | 7.86 | 3.74 | — | — | — | — | — | — | |
| FindRec2026.03 | 4.47 | — | — | — | 3.59 | 3.04 | 3.41 | — | — | — | — | |
| NOVA2026.03 | 4.42 | — | — | — | 3.47 | 2.73 | 3.12 | — | — | — | — | |
| MCLRec2024.12 | 4.37 | — | — | 8.44 | — | — | — | — | — | — | — | |
| DIF-SR2026.03 | 4.36 | — | — | — | 3.4 | 2.62 | 3.02 | — | — | — | — | |
| FEARec2026.03 | 4.34 | — | — | — | 3.42 | 2.65 | 3.04 | — | — | — | — | |
| MMMLP2026.03 | 4.33 | — | — | — | 3.51 | 2.95 | 3.33 | — | — | — | — | |
| DuoRec2024.12 | 4.31 | — | — | 8.34 | — | — | — | — | — | — | — | |
| M3SRec2026.03 | 4.28 | — | — | — | 3.45 | 2.94 | 3.28 | — | — | — | — | |
| TedRec2026.03 | 4.19 | — | — | — | 3.3 | 2.75 | 3.11 | — | — | — | — | |
| TiCoSeRec2026.03 | 4.13 | — | — | — | 3.35 | 2.85 | 3.17 | — | — | — | — | |
| SASRec2026.03 | 4.12 | — | — | — | 3.25 | 2.5 | 2.86 | — | — | — | — | |
| LRURec2026.03 | 4.12 | — | — | — | 3.23 | 2.5 | 2.86 | — | — | — | — | |
| MISSRec2026.03 | 3.97 | — | — | — | 3.15 | 2.4 | 2.71 | — | — | — | — | |
| UniSRec2026.03 | 3.93 | — | — | — | 2.87 | 2.12 | 2.88 | — | — | — | — | |
| ICLRec2024.12 | 3.89 | — | — | 7.29 | — | — | — | — | — | — | — | |
| CoSeRec2024.12 | 3.81 | — | — | 7.05 | — | — | — | — | — | — | — | |
| AdaTTABase Model=SASRec, Augmentation Strategy=Adaptive2026.04 | 3.63 | — | 4.38 | 6.92 | 2.81 | — | — | 10.5 | 4.53 | — | — | |
| SASRec + TMask-RBase Model=SASRec, Augmentation Strategy=TMask-R2026.04 | 3.5 | — | 4.16 | 6.57 | 2.73 | — | — | 9.96 | 4.35 | — | — | |
| SASRec + TNoiseBase Model=SASRec, Augmentation Strategy=TNoise2026.04 | 3.48 | — | 4.18 | 6.56 | 2.72 | — | — | 9.85 | 4.31 | — | — | |
| SASRec + ReorderBase Model=SASRec, Augmentation Strategy=Reorder2026.04 | 3.43 | — | 4.11 | 6.48 | 2.67 | — | — | 10.03 | 4.32 | — | — | |
| Student + SEvo + DKDBase Model=SASRec, Embedding size=20, K-nearest neighbors=10, Distillation Method=DKD2023.09 | 3.41 | 1.66 | 4.07 | 5.68 | 2.89 | — | — | — | — | — | — | |
| GRU4Rec2026.03 | 3.37 | — | — | — | 2.71 | 2.23 | 2.6 | — | — | — | — | |
| CL4SRec2024.12 | 3.34 | — | — | 6.67 | — | — | — | — | — | — | — | |
| SASRec + CropBase Model=SASRec, Augmentation Strategy=Crop2026.04 | 3.33 | — | 3.99 | 6.39 | 2.56 | — | — | 9.54 | 4.12 | — | — | |
| Student + DKDBase Model=SASRec, Embedding size=20, Distillation Method=DKD2023.09 | 3.25 | 1.38 | 3.89 | 5.77 | 2.65 | — | — | — | — | — | — | |
| SASRec + InsertBase Model=SASRec, Augmentation Strategy=Insert2026.04 | 3.13 | — | 3.75 | 5.99 | 2.41 | — | — | 9.37 | 3.98 | — | — | |
| SASRec + TMask-BBase Model=SASRec, Augmentation Strategy=TMask-B2026.04 | 3.12 | — | 3.77 | 5.9 | 2.44 | — | — | 9.29 | 3.98 | — | — | |
| SASRec (Base)Base Model=SASRec, Augmentation Strategy=None2026.04 | 3.1 | — | 3.73 | 5.84 | 2.43 | — | — | 9.14 | 3.93 | — | — | |
| SASRec + SubstituteBase Model=SASRec, Augmentation Strategy=Substitute2026.04 | 3.09 | — | 3.76 | 5.97 | 2.39 | — | — | 9.5 | 3.99 | — | — | |
| Student + SEvoBase Model=SASRec, Embedding size=20, K-nearest neighbors=102023.09 | 3.04 | 1.07 | 3.64 | 5.76 | 2.36 | — | — | — | — | — | — | |
| Student + KDBase Model=SASRec, Embedding size=20, Distillation Method=KD2023.09 | 2.94 | 1.05 | 3.52 | 5.52 | 2.29 | — | — | — | — | — | — | |
| Student + HTDBase Model=SASRec, Embedding size=20, Distillation Method=HTD2023.09 | 2.81 | 0.85 | 3.44 | 5.49 | 2.15 | — | — | — | — | — | — | |
| SASRec2024.12 | 2.81 | — | — | 6.27 | — | — | — | — | — | — | — | |
| Student (SASRec)Base Model=SASRec, Embedding size=202023.09 | 2.75 | 0.94 | 3.27 | 5.26 | 2.1 | — | — | — | — | — | — | |
| S³-Rec2024.12 | 2.68 | — | — | 5.91 | — | — | — | — | — | — | — | |
| Student + RKDBase Model=SASRec, Embedding size=20, Distillation Method=RKD2023.09 | 2.62 | 0.82 | 3.11 | 5.15 | 1.96 | — | — | — | — | — | — | |
| BERT4Rec2024.12 | 2.54 | — | — | 4.01 | — | — | — | — | — | — | — | |
| Caser2024.12 | 2.53 | — | — | 4.18 | — | — | — | — | — | — | — | |
| AdaTTABase Model=GRU4Rec, Augmentation Strategy=Adaptive2026.04 | 2.45 | — | 2.95 | 4.92 | 1.82 | — | — | 7.97 | 3.22 | — | — | |
| GRU4Rec + TMask-RBase Model=GRU4Rec, Augmentation Strategy=TMask-R2026.04 | 2.38 | — | 2.87 | 4.74 | 1.78 | — | — | 7.44 | 3.06 | — | — | |
| GRU4Rec + CropBase Model=GRU4Rec, Augmentation Strategy=Crop2026.04 | 2.25 | — | 2.71 | 4.33 | 1.73 | — | — | 7 | 2.92 | — | — | |
| GRU4Rec + ReorderBase Model=GRU4Rec, Augmentation Strategy=Reorder2026.04 | 2.19 | — | 2.63 | 4.43 | 1.61 | — | — | 7.24 | 2.89 | — | — | |
| GRU4Rec + TMask-BBase Model=GRU4Rec, Augmentation Strategy=TMask-B2026.04 | 2.13 | — | 2.51 | 4.33 | 1.55 | — | — | 6.75 | 2.73 | — | — | |
| GRU4Rec + SubstituteBase Model=GRU4Rec, Augmentation Strategy=Substitute2026.04 | 2.11 | — | 2.44 | 4.41 | 1.48 | — | — | 7.32 | 2.84 | — | — | |
| GRU4Rec + InsertBase Model=GRU4Rec, Augmentation Strategy=Insert2026.04 | 2.08 | — | 2.45 | 4.32 | 1.48 | — | — | 7.39 | 2.85 | — | — | |
| GRU4Rec (Base)Base Model=GRU4Rec, Augmentation Strategy=None2026.04 | 1.8 | — | 2.04 | 3.76 | 1.25 | — | — | 6.52 | 2.49 | — | — | |
| GRU4Rec + TNoiseBase Model=GRU4Rec, Augmentation Strategy=TNoise2026.04 | 1.78 | — | 2.04 | 3.78 | 1.23 | — | — | 6.37 | 2.43 | — | — | |
| GRU4Rec2024.12 | 1.42 | — | — | 3.65 | — | — | — | — | — | — | — | |
| BPR-MF2024.12 | 1.22 | — | — | 2.99 | — | — | — | — | — | — | — | |
| IDGenRec2026.04 | 1.14 | — | — | — | — | — | — | — | — | — | — | |
| SASRec + LLM Distillation2026.04 | 1.11 | — | — | — | — | — | — | — | — | — | — | |
| SASRec2026.04 | 1.06 | — | — | — | — | — | — | — | — | — | — | |
| PopRec2024.12 | 0.53 | — | — | 1.14 | — | — | — | — | — | — | — | |
| BERT4Rec2024.12 | — | — | 1.93 | — | 1.87 | — | — | — | — | — | — | |
| BERT4Rec2026.06 | — | — | — | 3.94 | — | — | — | — | — | 1.95 | 1.36 | |
| BPR-MF2024.12 | — | — | 1.2 | — | 0.65 | — | — | — | — | — | — | |
| Caser2024.12 | — | — | 2.59 | — | 1.27 | — | — | — | — | — | — | |
| CL4SRec2024.12 | — | — | 3.94 | — | 2.46 | — | — | — | — | — | — | |
| CORE2026.06 | — | — | — | 6.49 | — | — | — | — | — | 2.59 | 1.44 | |
| CoSeRec2024.12 | — | — | 4.63 | — | 3.03 | — | — | — | — | — | — | |
| DuoRec2024.12 | — | — | 5.41 | — | 3.37 | — | — | — | — | — | — | |
| Echo2026.06 | — | — | — | 6.93 | — | — | — | — | — | 4.3 | 3.5 | |
| FEARec2026.06 | — | — | — | 7.83 | — | — | — | — | — | 4.08 | 2.92 | |
| GRU4Rec2024.12 | — | — | 1.64 | — | 0.86 | — | — | — | — | — | — | |
| GRU4Rec2026.06 | — | — | — | 5.82 | — | — | — | — | — | 3.25 | 2.47 | |
| ICLRec2024.12 | — | — | 4.69 | — | 3.05 | — | — | — | — | — | — | |
| Mamba4Rec2026.06 | — | — | — | 6.62 | — | — | — | — | — | 4.12 | 3.36 | |
| MARSBackbone selection=Selected by Avg Seq Length2026.06 | — | — | — | 8.84 | — | — | — | — | — | 4.4 | 3.04 | |
| MARS-MBackbone=Mamba, Seeds=52026.06 | — | — | — | 8.02 | — | — | — | — | — | 4.13 | 2.94 | |
| MARS-TBackbone=Transformer, Seeds=52026.06 | — | — | — | 8.84 | — | — | — | — | — | 4.4 | 3.04 | |
| MCLRec2024.12 | — | — | 5.52 | — | 3.47 | — | — | — | — | — | — | |
| NARM2026.06 | — | — | — | 6.03 | — | — | — | — | — | 3.45 | 2.67 | |
| PopRec2024.12 | — | — | 0.72 | — | 0.4 | — | — | — | — | — | — | |
| RaSeRecBackbone=SASRec2024.12 | — | — | 5.69 | — | 3.69 | — | — | — | — | — | — | |
| S3Rec_MIP2024.12 | — | — | 3.27 | — | 1.75 | — | — | — | — | — | — | |
| SASRec2024.12 | — | — | 3.65 | — | 2.36 | — | — | — | — | — | — | |
| SASRec2026.06 | — | — | — | 8.04 | — | — | — | — | — | 4.1 | 2.9 | |
| SIGMA2026.06 | — | — | — | 6.03 | — | — | — | — | — | 3.43 | 2.64 | |
| TiSASRec2026.06 | — | — | — | 8.78 | — | — | — | — | — | 4.45 | 3.12 |