Sequential Recommendation on CDs (K=5, K=10)
5.2Recall@5FAIR
Evaluation Results
| Method | Links | ||||
|---|---|---|---|---|---|
| FAIR2025.12 | 5.2 | 7.39 | 3.73 | 4.31 | |
| TIGERCategory=Generative2025.12 | 4.92 | 7.48 | 3.29 | 4.11 | |
| RPGCategory=Generative2025.12 | 4.82 | 7.2 | 3.25 | 4.02 | |
| HSTUCategory=Generative2025.12 | 4.17 | 6.38 | 2.75 | 3.46 | |
| VQ-RecCategory=Generative2025.12 | 3.52 | 5.2 | 2.38 | 2.92 | |
| SASRecCategory=Traditional2025.12 | 3.51 | 6.19 | 1.77 | 2.63 | |
| ManCAR2026.02 | 3.46 | 5.16 | 1.98 | 2.82 | |
| BERT4RecCategory=Traditional2025.12 | 3.26 | 5.47 | 2.01 | 2.71 | |
| HGNCategory=Traditional2025.12 | 2.59 | 4.67 | 1.53 | 2.2 | |
| PLR2026.02 | 2.49 | 3.63 | 1.31 | 1.68 | |
| ContextBERT4Rec2026.02 | 2.43 | 3.91 | 1.48 | 1.82 | |
| LARES2026.02 | 2.35 | 3.51 | 1.59 | 1.92 | |
| PRL2026.02 | 2.27 | 3.15 | 1.22 | 1.49 | |
| FDSACategory=Traditional2025.12 | 2.26 | 3.78 | 1.37 | 1.86 | |
| S3-RecCategory=Traditional2025.12 | 2.13 | 3.75 | 1.3 | 1.82 | |
| BERT4Rec2026.02 | 2.07 | 2.69 | 1.1 | 1.3 | |
| GRU4RECCategory=Traditional2025.12 | 1.95 | 3.53 | 1.2 | 1.71 | |
| ERL2026.02 | 1.9 | 2.83 | 0.99 | 1.29 | |
| SASRec2026.02 | 1.81 | 2.86 | 0.98 | 1.32 | |
| CaserCategory=Traditional2025.12 | 1.16 | 2.05 | 0.73 | 1.01 | |
| RecJPQCategory=Generative2025.12 | 0.75 | 1.38 | 0.46 | 0.66 |