Offline Value Estimation on Synthetic CRM with sample splitting (test)
0.342Scaled RMSEHistogram Iterated Bellman Calibration
Evaluation results
| Method | Links | |
|---|---|---|
| Histogram Iterated Bellman Calibrationn=100,000, Base Model=Neural2025.12 | 0.342 | |
| Hybrid Isotonic–Histogram Calibrationn=100,000, Base Model=Neural2025.12 | 0.343 | |
| Isotonic Iterated Bellman Calibrationn=100,000, Base Model=Neural2025.12 | 0.351 | |
| Hybrid Isotonic–Histogram Calibrationn=100,000, Base Model=Boosted2025.12 | 0.353 | |
| Histogram Iterated Bellman Calibrationn=100,000, Base Model=Boosted2025.12 | 0.356 | |
| Isotonic Iterated Bellman Calibrationn=100,000, Base Model=Boosted2025.12 | 0.358 | |
| Hybrid Isotonic–Histogram Calibrationn=50,000, Base Model=Neural2025.12 | 0.374 | |
| Histogram Iterated Bellman Calibrationn=50,000, Base Model=Neural2025.12 | 0.375 | |
| Isotonic Iterated Bellman Calibrationn=50,000, Base Model=Neural2025.12 | 0.383 | |
| Isotonic Iterated Bellman Calibrationn=50,000, Base Model=Boosted2025.12 | 0.429 | |
| Hybrid Isotonic–Histogram Calibrationn=50,000, Base Model=Boosted2025.12 | 0.438 | |
| Histogram Iterated Bellman Calibrationn=50,000, Base Model=Boosted2025.12 | 0.439 | |
| Hybrid Isotonic–Histogram Calibrationn=10,000, Base Model=Neural2025.12 | 0.52 | |
| Histogram Iterated Bellman Calibrationn=10,000, Base Model=Neural2025.12 | 0.524 | |
| Isotonic Iterated Bellman Calibrationn=10,000, Base Model=Neural2025.12 | 0.55 | |
| Isotonic Iterated Bellman Calibrationn=100,000, Base Model=Linear2025.12 | 0.605 | |
| Histogram Iterated Bellman Calibrationn=100,000, Base Model=Linear2025.12 | 0.606 | |
| Hybrid Isotonic–Histogram Calibrationn=100,000, Base Model=Linear2025.12 | 0.606 | |
| Isotonic Iterated Bellman Calibrationn=10,000, Base Model=Linear2025.12 | 0.612 | |
| Isotonic Iterated Bellman Calibrationn=50,000, Base Model=Linear2025.12 | 0.614 | |
| Histogram Iterated Bellman Calibrationn=50,000, Base Model=Linear2025.12 | 0.616 | |
| Hybrid Isotonic–Histogram Calibrationn=50,000, Base Model=Linear2025.12 | 0.616 | |
| Hybrid Isotonic–Histogram Calibrationn=10,000, Base Model=Linear2025.12 | 0.641 | |
| Histogram Iterated Bellman Calibrationn=10,000, Base Model=Linear2025.12 | 0.643 | |
| Isotonic Iterated Bellman Calibrationn=10,000, Base Model=Boosted2025.12 | 0.671 | |
| Histogram Iterated Bellman Calibrationn=10,000, Base Model=Boosted2025.12 | 0.694 | |
| Hybrid Isotonic–Histogram Calibrationn=10,000, Base Model=Boosted2025.12 | 0.697 |