# Root-estimation on Fitted Q-regression Experiment 1 (scalar root experiment) (test) Source: [Root-estimation on Fitted Q-regression Experiment 1 (scalar root experiment) (test)]() Collection index: [llms.txt]() Data updated: 2026-05-21T13:15:38.876Z Evaluation of Root-estimation performance on the test split of the Fitted Q-regression Experiment 1 (scalar root experiment) dataset, measured using RMSE and Monte Carlo 95% error bars. A research result applies to its stated dataset, split, metric and evaluation configuration. Compare like-for-like settings, preserve the metric's unit and direction, and distinguish paper-reported results from independent reproduction. The best result recorded here is not a claim of exhaustive, current global coverage. | Scope | Recorded value | | --- | --- | | Task | Root-estimation | | Dataset (including any stated split) | Fitted Q-regression Experiment 1 (scalar root experiment) (test) | | Metric | RMSE | | Unit | SCALAR | | Direction | Lower is better | | Results loaded | 25 of 25 | | Coverage | All results currently returned for this benchmark | Evaluation settings may differ between results. The original papers and recorded configurations are needed to establish comparability. A shared metric name alone does not establish an identical protocol. ## Metrics - [RMSE](): Lower is better; unit: SCALAR. - [MC 95% Error](): Lower is better; unit: SCALAR. ## Recorded results | Method | RMSE | Result date | Report paper | | --- | --- | --- | --- | | OBiGrad | 0.0014 | Not recorded | 6a0e91c2f984739ed6738d8c | | Oracle DR | 0.0014 | Not recorded | 6a0e91c2f984739ed6738d8c | | PI | 0.0015 | Not recorded | 6a0e91c2f984739ed6738d8c | | OBiGrad | 0.0019 | Not recorded | 6a0e91c2f984739ed6738d8c | | Oracle DR | 0.0019 | Not recorded | 6a0e91c2f984739ed6738d8c | | PI | 0.0023 | Not recorded | 6a0e91c2f984739ed6738d8c | | OBiGrad | 0.0029 | Not recorded | 6a0e91c2f984739ed6738d8c | | Oracle DR | 0.0029 | Not recorded | 6a0e91c2f984739ed6738d8c | | PI | 0.0035 | Not recorded | 6a0e91c2f984739ed6738d8c | | OBiGrad | 0.0038 | Not recorded | 6a0e91c2f984739ed6738d8c | | Oracle DR | 0.0038 | Not recorded | 6a0e91c2f984739ed6738d8c | | OBiGrad | 0.0056 | Not recorded | 6a0e91c2f984739ed6738d8c | | Oracle DR | 0.0056 | Not recorded | 6a0e91c2f984739ed6738d8c | | PI | 0.0056 | Not recorded | 6a0e91c2f984739ed6738d8c | | PI | 0.0107 | Not recorded | 6a0e91c2f984739ed6738d8c | | KBO decaying λ | 0.0396 | Not recorded | 6a0e91c2f984739ed6738d8c | | KBO decaying λ | 0.0567 | Not recorded | 6a0e91c2f984739ed6738d8c | | KBO decaying λ | 0.0792 | Not recorded | 6a0e91c2f984739ed6738d8c | | KBO decaying λ | 0.1121 | Not recorded | 6a0e91c2f984739ed6738d8c | | KBO decaying λ | 0.166 | Not recorded | 6a0e91c2f984739ed6738d8c | | KBO fixed λ | 0.2386 | Not recorded | 6a0e91c2f984739ed6738d8c | | KBO fixed λ | 0.244 | Not recorded | 6a0e91c2f984739ed6738d8c | | KBO fixed λ | 0.2514 | Not recorded | 6a0e91c2f984739ed6738d8c | | KBO fixed λ | 0.261 | Not recorded | 6a0e91c2f984739ed6738d8c | | KBO fixed λ | 0.292 | Not recorded | 6a0e91c2f984739ed6738d8c | ### OBiGrad RMSE: 0.0014. Result ID: 6a0f049efbc373592c07c8ca. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"n":"1600"}. This record does not assert independent reproduction. ### Oracle DR RMSE: 0.0014. Result ID: 6a0f049efbc373592c07c8cb. [Reporting paper]() Recorded evaluation configuration: {"n":"1600"}. This record does not assert independent reproduction. ### PI RMSE: 0.0015. Result ID: 6a0f049efbc373592c07c8c9. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"n":"1600"}. This record does not assert independent reproduction. ### OBiGrad RMSE: 0.0019. Result ID: 6a0f049efbc373592c07c8c5. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"n":"800"}. This record does not assert independent reproduction. ### Oracle DR RMSE: 0.0019. Result ID: 6a0f049efbc373592c07c8c6. [Reporting paper]() Recorded evaluation configuration: {"n":"800"}. This record does not assert independent reproduction. ### PI RMSE: 0.0023. Result ID: 6a0f049efbc373592c07c8c4. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"n":"800"}. This record does not assert independent reproduction. ### OBiGrad RMSE: 0.0029. Result ID: 6a0f049efbc373592c07c8c0. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"n":"400"}. This record does not assert independent reproduction. ### Oracle DR RMSE: 0.0029. Result ID: 6a0f049efbc373592c07c8c1. [Reporting paper]() Recorded evaluation configuration: {"n":"400"}. This record does not assert independent reproduction. ### PI RMSE: 0.0035. Result ID: 6a0f049efbc373592c07c8bf. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"n":"400"}. This record does not assert independent reproduction. ### OBiGrad RMSE: 0.0038. Result ID: 6a0f049efbc373592c07c8bb. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"n":"200"}. This record does not assert independent reproduction. ### Oracle DR RMSE: 0.0038. Result ID: 6a0f049efbc373592c07c8bc. [Reporting paper]() Recorded evaluation configuration: {"n":"200"}. This record does not assert independent reproduction. ### OBiGrad RMSE: 0.0056. Result ID: 6a0f049efbc373592c07c8b6. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"n":"100"}. This record does not assert independent reproduction. ### Oracle DR RMSE: 0.0056. Result ID: 6a0f049efbc373592c07c8b7. [Reporting paper]() Recorded evaluation configuration: {"n":"100"}. This record does not assert independent reproduction. ### PI RMSE: 0.0056. Result ID: 6a0f049efbc373592c07c8ba. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"n":"200"}. This record does not assert independent reproduction. ### PI RMSE: 0.0107. Result ID: 6a0f049efbc373592c07c8b5. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"n":"100"}. This record does not assert independent reproduction. ### KBO decaying λ RMSE: 0.0396. Result ID: 6a0f049efbc373592c07c8cd. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"n":"1600"}. This record does not assert independent reproduction. ### KBO decaying λ RMSE: 0.0567. Result ID: 6a0f049efbc373592c07c8c8. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"n":"800"}. This record does not assert independent reproduction. ### KBO decaying λ RMSE: 0.0792. Result ID: 6a0f049efbc373592c07c8c3. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"n":"400"}. This record does not assert independent reproduction. ### KBO decaying λ RMSE: 0.1121. Result ID: 6a0f049efbc373592c07c8be. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"n":"200"}. This record does not assert independent reproduction. ### KBO decaying λ RMSE: 0.166. Result ID: 6a0f049efbc373592c07c8b9. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"n":"100"}. This record does not assert independent reproduction. ### KBO fixed λ RMSE: 0.2386. Result ID: 6a0f049efbc373592c07c8cc. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"n":"1600"}. This record does not assert independent reproduction. ### KBO fixed λ RMSE: 0.244. Result ID: 6a0f049efbc373592c07c8c7. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"n":"800"}. This record does not assert independent reproduction. ### KBO fixed λ RMSE: 0.2514. Result ID: 6a0f049efbc373592c07c8c2. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"n":"400"}. This record does not assert independent reproduction. ### KBO fixed λ RMSE: 0.261. Result ID: 6a0f049efbc373592c07c8bd. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"n":"200"}. This record does not assert independent reproduction. ### KBO fixed λ RMSE: 0.292. Result ID: 6a0f049efbc373592c07c8b8. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"n":"100"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.