Sequential Recommendation on LastFM (HR/NDCG@5, 10, 20)
12.02HR@20TV-Rec
Evaluation Results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| TV-Rec2025.10 | 12.02 | 5.96 | 8.53 | 4.02 | 4.84 | 5.72 | |
| BSARec2025.10 | 11.19 | 5.05 | 6.79 | 3.48 | 4.05 | 5.14 | |
| AdaMCT2025.10 | 10.18 | 4.68 | 7.16 | 3.3 | 4.09 | 4.85 | |
| FMLPRec2025.10 | 10 | 4.5 | 6.7 | 3.21 | 3.92 | 4.75 | |
| SASRec2025.10 | 9.72 | 4.22 | 6.7 | 3.01 | 3.82 | 4.58 | |
| NextItNet2025.10 | 9.36 | 4.31 | 6.24 | 2.64 | 3.25 | 4.02 | |
| BERT4Rec2025.10 | 9.08 | 3.58 | 6.06 | 2.13 | 2.91 | 3.66 | |
| DuoRec2025.10 | 8.72 | 4.04 | 5.87 | 2.76 | 3.36 | 4.07 | |
| LRURec2025.10 | 8.07 | 3.58 | 5.32 | 2.57 | 3.12 | 3.8 | |
| Caser2025.10 | 6.06 | 3.03 | 4.59 | 2.22 | 2.69 | 3.06 | |
| GRU4Rec2025.10 | 5.5 | 3.39 | 3.94 | 2.31 | 2.49 | 2.88 | |
| TV-Rec2025.10 | 0.1202 | — | — | — | — | 0.0572 | |
| TV-Recruns=10, hyperparameters=best2025.10 | 0.109 | 0.0508 | 0.075 | 0.0343 | 0.042 | 0.0506 | |
| BSARecruns=10, hyperparameters=best2025.10 | 0.1051 | 0.0501 | 0.0707 | 0.0342 | 0.0412 | 0.0498 | |
| GCL4SR2025.10 | 0.0908 | — | — | — | — | 0.0398 | |
| SR-GNN2025.10 | 0.0872 | — | — | — | — | 0.0379 | |
| GC-SAN2025.10 | 0.0807 | — | — | — | — | 0.0394 |