Next-event prediction on Taobao
0.126Time RMSESURF-GLQ
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| SURF-GLQEvaluation Protocol=joint2026.05 | 0.126 | 53.4 | — | |
| SURF-GLQEvaluation Protocol=finetuned2026.05 | 0.126 | 56.2 | — | |
| SURF-GLQtraining setting=joint2026.05 | 0.129 | 49.04 | — | |
| NJDTPPEvaluation Protocol=from scratch2026.05 | 0.13 | 48.6 | — | |
| FIM-PPEvaluation Protocol=zero-shot2025.09 | 0.13 | 52 | 112.89 | |
| TimesFMEvaluation Protocol=from scratch2026.05 | 0.131 | — | — | |
| SURF-MOEtraining setting=joint2026.05 | 0.132 | 49.78 | — | |
| SURF-MOEtraining setting=fine2026.05 | 0.132 | 49.68 | — | |
| FIM-PPEvaluation Protocol=finetuned2025.09 | 0.16 | 60 | 115.98 | |
| SURF-MoEEvaluation Protocol=finetuned2026.05 | 0.189 | 60.3 | — | |
| SURF-MOEtraining setting=zero-shot (leave-one-out)2026.05 | 0.198 | — | — | |
| SURF-GLQtraining setting=zero-shot (leave-one-out)2026.05 | 0.2 | — | — | |
| DTPPtraining setting=joint2026.05 | 0.223 | 47.34 | — | |
| DTPPEvaluation Protocol=from scratch2026.05 | 0.224 | 59.9 | — | |
| SURF-CSBEvaluation Protocol=finetuned2026.05 | 0.224 | 57.2 | — | |
| SURF-MoEEvaluation Protocol=joint2026.05 | 0.231 | 60 | — | |
| SURF-CSBtraining setting=zero-shot (leave-one-out)2026.05 | 0.243 | — | — | |
| SURF-CSBtraining setting=fine2026.05 | 0.261 | 48.2 | — | |
| THPtraining setting=joint2026.05 | 0.357 | 43.62 | — | |
| SURF-CSBtraining setting=joint2026.05 | 0.361 | 47.38 | — | |
| SURF-CSBEvaluation Protocol=joint2026.05 | 0.369 | 51.5 | — | |
| ATTNHPtraining setting=joint2026.05 | 0.427 | 48.2 | — | |
| SURF-GLQtraining setting=fine2026.05 | 0.468 | 44 | — | |
| CDiff2025.09 | 0.52 | 48 | 127.12 | |
| FullyNNEvaluation Protocol=from scratch2026.05 | 0.529 | — | — | |
| A-NHP2025.09 | 0.53 | 47 | 129.13 | |
| Dual-TPP2025.09 | 0.53 | 47 | 131.43 | |
| NHP2025.09 | 0.53 | 46 | 133.69 | |
| IFTPP2025.09 | 0.53 | 45 | 126.01 | |
| RMTPPEvaluation Protocol=from scratch2026.05 | 0.531 | 44.2 | — | |
| NHPEvaluation Protocol=from scratch2026.05 | 0.531 | 44.2 | — | |
| AttNHPEvaluation Protocol=from scratch2026.05 | 0.531 | 46.4 | — | |
| THPEvaluation Protocol=from scratch2026.05 | 0.531 | 46.4 | — | |
| IFTPPEvaluation Protocol=from scratch2026.05 | 0.531 | 44.6 | — | |
| SAHPEvaluation Protocol=from scratch2026.05 | 0.532 | 45.4 | — | |
| ODETPPEvaluation Protocol=from scratch2026.05 | 0.533 | 44.6 | — | |
| MHPEvaluation Protocol=from scratch2026.05 | 0.539 | 31.9 | — | |
| ATTNHPtraining setting=zero-shot (leave-one-out)2026.05 | 0.771 | — | — | |
| DTPPtraining setting=zero-shot (leave-one-out)2026.05 | 0.795 | — | — | |
| THPtraining setting=zero-shot (leave-one-out)2026.05 | 3.922 | — | — |