Long-horizon prediction on AMAZON
9.43OTDA-NHP
Evaluation results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| A-NHPPrediction Horizon=N=52026.04 | 9.43 | — | 1.117 | 0.427 | 83.121 | — | |
| CDiffPrediction Horizon=N=52026.04 | 9.478 | — | 1.326 | 0.424 | 81.287 | — | |
| CDiff2026.04 | 9.48 | 81.3 | — | — | — | — | |
| HYPROPrediction Horizon=N=52026.04 | 9.552 | — | 1.397 | 0.433 | 82.847 | — | |
| FIM-PPFinetuning=true2026.04 | 10.03 | 78.7 | — | — | — | — | |
| FIM-PPEvaluation protocol=Fine-tuning, Prediction Horizon=N=52026.04 | 10.034 | — | 0.737 | 0.341 | 78.738 | — | |
| IFTPPPrediction Horizon=N=52026.04 | 10.23 | — | 1.663 | 0.447 | 88.9 | — | |
| TCDDMPrediction Horizon=N=52026.04 | 10.557 | — | 1.409 | 0.46 | 82.401 | — | |
| EVIL2026.04 | 10.93 | 71.2 | — | — | — | — | |
| EVILPrediction Horizon=N=52026.04 | 10.93 | — | 0.894 | 0.297 | 71.182 | — | |
| FIM-PPZero-shot mode=true2026.04 | 11.12 | 119.1 | — | — | — | — | |
| FIM-PPEvaluation protocol=Zero-shot, Prediction Horizon=N=52026.04 | 11.124 | — | 0.736 | 0.449 | 119.129 | — | |
| NHPPrediction Horizon=N=52026.04 | 11.273 | — | 1.431 | 0.501 | 90.591 | — | |
| Dual-TPPPrediction Horizon=N=52026.04 | 11.309 | — | 1.742 | 0.476 | 86.633 | — | |
| EVILPrior information=Synthetic prior, Prediction Horizon=N=52026.04 | 11.459 | — | 0.982 | 0.289 | 57.904 | — | |
| EVILSynthetic prior=true2026.04 | 11.46 | 57.9 | — | — | — | — | |
| HawkesEM2026.04 | 14.64 | 173.7 | — | — | — | — | |
| FIM-PPEvaluation Protocol=fine-tuned, Prediction Horizon (N)=202025.09 | 37.2 | — | — | — | 81.2 | — | |
| CDiffPrediction Horizon (N)=202025.09 | 37.7 | — | — | — | 82 | — | |
| HYPROPrediction Horizon (N)=202025.09 | 38.6 | — | — | — | 82.5 | — | |
| A-NHPPrediction Horizon (N)=202025.09 | 39.5 | — | — | — | 84.3 | — | |
| TCDDMPrediction Horizon (N)=202025.09 | 42.2 | — | — | — | 83.8 | — | |
| Dual-TPPPrediction Horizon (N)=202025.09 | 42.6 | — | — | — | 86.5 | — | |
| NHPPrediction Horizon (N)=202025.09 | 42.6 | — | — | — | 92.1 | — | |
| IFTPPPrediction Horizon (N)=202025.09 | 43.8 | — | — | — | 90.9 | — | |
| FIM-PPEvaluation Protocol=zero-shot, Prediction Horizon (N)=202025.09 | 46.2 | — | — | — | 128.6 | — | |
| ATTNHPtraining setting=joint2026.05 | — | — | — | 0.657 | — | 0.3648 | |
| ATTNHPtraining setting=zero-shot (leave-one-out)2026.05 | — | — | — | 1.975 | — | — | |
| DTPPtraining setting=joint2026.05 | — | — | — | 0.332 | — | 0.3545 | |
| DTPPtraining setting=zero-shot (leave-one-out)2026.05 | — | — | — | 11.35 | — | — | |
| SURF-CSBtraining setting=joint2026.05 | — | — | — | 0.402 | — | 0.3191 | |
| SURF-CSBtraining setting=fine2026.05 | — | — | — | 0.405 | — | 0.3275 | |
| SURF-CSBtraining setting=zero-shot (leave-one-out)2026.05 | — | — | — | 0.33 | — | — | |
| SURF-GLQtraining setting=joint2026.05 | — | — | — | 0.582 | — | 0.3461 | |
| SURF-GLQtraining setting=fine2026.05 | — | — | — | 0.327 | — | 0.351 | |
| SURF-GLQtraining setting=zero-shot (leave-one-out)2026.05 | — | — | — | 0.332 | — | — | |
| SURF-MOEtraining setting=joint2026.05 | — | — | — | 0.336 | — | 0.3566 | |
| SURF-MOEtraining setting=fine2026.05 | — | — | — | 0.341 | — | 0.3591 | |
| SURF-MOEtraining setting=zero-shot (leave-one-out)2026.05 | — | — | — | 0.401 | — | — | |
| THPtraining setting=joint2026.05 | — | — | — | 0.657 | — | 0.3553 | |
| THPtraining setting=zero-shot (leave-one-out)2026.05 | — | — | — | 9.127 | — | — |