Next-basket Recommendation on Home (Recall@K, NDCG@K)
1.6Recall@10TIDE
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| TIDE2026.05 | 1.6 | 1.02 | 2.86 | 1.42 | |
| TIDEAblation=w/o Time2026.05 | 1.53 | 0.94 | 2.79 | 1.35 | |
| TIDEAblation=w/o CL2026.05 | 1.48 | 0.96 | 2.84 | 1.34 | |
| SemTHy2026.05 | 1.31 | 0.89 | 2.12 | 1.17 | |
| TREx2026.05 | 1.23 | 0.99 | 1.68 | 1.13 | |
| MCRec2026.05 | 0.97 | 0.79 | 1.76 | 0.91 | |
| HapCL2026.05 | 0.94 | 0.77 | 1.71 | 0.85 | |
| M22026.05 | 0.92 | 0.98 | 1.65 | 1.24 | |
| MMNR2026.05 | 0.76 | 0.82 | 1.58 | 0.93 | |
| TIFU-KNN2026.05 | 0.56 | 0.66 | 0.82 | 0.73 | |
| Sets2Sets2026.05 | 0.53 | 0.57 | 0.76 | 0.71 | |
| FPMC2026.05 | 0.46 | 0.52 | 0.57 | 0.67 | |
| POP2026.05 | 0.38 | 0.56 | 0.42 | 0.66 | |
| TIDEAblation=w/o Graph2026.05 | 0.17 | 0.07 | 0.28 | 0.11 |