Next-item prediction on Books Industrial dataset (test)
81.62Hits@10FAPAT
Evaluation results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| FAPAT2023.12 | 81.62 | 61.08 | 54.39 | 85.12 | 61.97 | 54.64 | |
| FAPAT2023.12 | 81.62 | 61.08 | — | 85.12 | 61.97 | — | |
| CSRM2023.12 | 78.69 | 56.7 | 49.54 | 82.88 | 57.77 | 49.83 | |
| CSRM2023.12 | 78.69 | 56.7 | — | 82.88 | 57.77 | — | |
| GCE-GNN2023.12 | 77.61 | 57.6 | 51 | 80.03 | 58.22 | 51.17 | |
| GCE-GNN2023.12 | 77.61 | 57.6 | — | 80.03 | 58.22 | — | |
| NARM2023.12 | 76.09 | 54.22 | 47.13 | 80.83 | 55.43 | 47.36 | |
| S3-Recpre-trained=true2023.12 | 75 | 58.54 | 53.23 | 79.45 | 59.67 | 53.55 | |
| S3-Recuses attributes=true2023.12 | 75 | 58.54 | — | 79.45 | 59.67 | — | |
| LESSR2023.12 | 73.72 | 53.86 | 47.36 | 82.31 | 54.77 | 47.61 | |
| LESSR2023.12 | 73.72 | 53.86 | — | 82.31 | 54.77 | — | |
| MSGIFSR2023.12 | 72.93 | 52.23 | 45.66 | 76.33 | 53.09 | 45.66 | |
| MSGIFSR2023.12 | 72.93 | 52.23 | — | 76.33 | 53.09 | — | |
| GC-SAN2023.12 | 72.56 | 54.92 | 49.25 | 75.73 | 56.05 | 50.14 | |
| SR-GNN2023.12 | 66.55 | 47.55 | 41.32 | 69.77 | 48.37 | 41.55 | |
| SR-GNN2023.12 | 66.55 | 47.55 | — | 69.77 | 48.37 | — | |
| STAMP2023.12 | 61.49 | 42.13 | 35.95 | 67.46 | 43.65 | 36.37 | |
| GRU4Rec2023.12 | 47.21 | 31.86 | 27.02 | 53.55 | 33.47 | 27.46 | |
| FPMC2023.12 | 36.51 | 24.32 | 20.49 | 41.9 | 25.69 | 20.87 | |
| M2TRecpre-trained=true2023.12 | 32.56 | 22.58 | 24.98 | 35.39 | 25.7 | 22.78 | |
| M2TRecuses attributes=true2023.12 | 32.56 | 22.58 | — | 35.39 | 25.7 | — | |
| S2-DHCN2023.12 | 4.69 | 3.42 | 3.03 | 5.6 | 3.65 | 3.09 |