Sequential Recommendation on Beauty (HR, MRR, NDCG @ 5, 10, 20)
56.32Hit Rate @ 10QCMP-CL
Evaluation Results
| Method | Links | ||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| QCMP-CL2026.05 | 56.32 | 45.9 | 67.55 | 32.52 | 33.91 | 34.68 | 35.85 | 39.22 | 42.05 | — | — | — | |
| TCLARec2026.05 | 54.6 | 44.46 | 66.06 | 31.61 | 32.97 | 33.76 | 34.82 | 38.1 | 40.99 | — | — | — | |
| STEAM2026.05 | 52.56 | 42.84 | 64.86 | 28.99 | 30.28 | 31.12 | 31.81 | 35.08 | 38.07 | — | — | — | |
| ICSRec2026.05 | 51.88 | 42.5 | 63.45 | 29.63 | 30.87 | 31.67 | 32.84 | 35.86 | 38.78 | — | — | — | |
| DuoRec2026.05 | 51.87 | 40.94 | 62 | 28.84 | 30.15 | 30.92 | 31.94 | 34.94 | 37.74 | — | — | — | |
| CoSeRec2026.05 | 50.87 | 41.24 | 63.56 | 27.49 | 28.9 | 29.71 | 30.9 | 34.34 | 37.28 | — | — | — | |
| CL4SRec2026.05 | 50.56 | 40.67 | 61.99 | 27.85 | 29.16 | 29.94 | 31.04 | 34.22 | 37.1 | — | — | — | |
| BERT4Rec2026.05 | 47.28 | 36.66 | 60.11 | 23.37 | 24.78 | 25.66 | 25.7 | 29.07 | 32.27 | — | — | — | |
| SASRec2026.05 | 46.39 | 37.21 | 58.04 | 26.11 | 27.32 | 28.12 | 28.87 | 31.82 | 34.76 | — | — | — | |
| SASRec + BFTConfiguration=BFT-tuned, Epochs=300, Seeds=20, Precision-mode=count, lambda_max=20, Patience=30, Recency decay=enabled2026.05 | 0.092 | — | — | — | — | — | — | 0.053 | — | 0.0477 | — | — | |
| SASRecConfiguration=Baseline, Epochs=300, Seeds=202026.05 | 0.0898 | — | — | — | — | — | — | 0.052 | — | 0.0469 | — | — |