Next-item prediction on Beauty (test)
92.72Hits@10FAPAT
Evaluation results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| FAPAT2023.12 | 92.72 | 76.29 | 71.09 | 94.1 | 76.87 | 71.24 | |
| MSGIFSR2023.12 | 90.18 | 73.62 | 65.18 | 92.5 | 74.21 | 65.65 | |
| LESSR2023.12 | 89.95 | 71.29 | 65.18 | 92.98 | 72.06 | 65.4 | |
| CSRM2023.12 | 89.74 | 75.28 | 70.56 | 92.61 | 76.01 | 70.77 | |
| S3-Rec2023.12 | 89.64 | 75.56 | 70.99 | 92.53 | 76.3 | 71.19 | |
| GCE-GNN2023.12 | 89.34 | 73.15 | 67.8 | 91.29 | 73.65 | 67.94 | |
| SR-GNN2023.12 | 88.69 | 70.42 | 64.44 | 91.74 | 71.2 | 64.65 | |
| NARM2023.12 | 88.09 | 70.44 | 64.68 | 91.5 | 71.31 | 64.93 | |
| GC-SAN2023.12 | 86.67 | 70.8 | 64.71 | 88.98 | 72.5 | 65.97 | |
| M2TRec2023.12 | 80.13 | 65.97 | 61.65 | 83.66 | 66.87 | 61.65 | |
| STAMP2023.12 | 80.08 | 63.76 | 58.47 | 83.84 | 64.72 | 58.73 | |
| GRU4Rec2023.12 | 73.95 | 58.19 | 53.13 | 78.54 | 59.36 | 53.45 | |
| FPMC2023.12 | 72 | 57.2 | 52.42 | 75.91 | 58.19 | 52.7 | |
| S2-DHCN2023.12 | 7.25 | 5.38 | 4.8 | 8.87 | 5.79 | 4.91 | |
| ConvRecnegative sampling strategy=all-item set2026.05 | 5.2 | 2.7 | — | — | — | — | |
| DIF-SRnegative sampling strategy=all-item set2026.05 | 5.1 | 2.5 | — | — | — | — | |
| ProxyRCAnegative sampling strategy=all-item set2026.05 | 4.9 | 2.5 | — | — | — | — | |
| TiSASRecnegative sampling strategy=all-item set2026.05 | 4.8 | 2.7 | — | — | — | — | |
| CARCA-LIPnegative sampling strategy=all-item set2026.05 | 3.7 | 1.7 | — | — | — | — | |
| SASRec++negative sampling strategy=all-item set2026.05 | 2.7 | 1.3 | — | — | — | — | |
| CosRecnegative sampling strategy=all-item set2026.05 | 2.3 | 1.1 | — | — | — | — | |
| BERT4Recnegative sampling strategy=all-item set2026.05 | 1.3 | 0.7 | — | — | — | — | |
| SASRecnegative sampling strategy=all-item set2026.05 | 0.8 | 0.4 | — | — | — | — |