# CATE estimation on IHDP Setup D (out-of-sample) Source: [CATE estimation on IHDP Setup D (out-of-sample)]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:53:44.651Z Evaluation of Conditional Average Treatment Effect (CATE) estimation methods using Setup D configuration of the IHDP dataset, evaluated out-of-sample, typically measured by Normalized RMSE. 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 | CATE estimation | | Dataset (including any stated split) | IHDP Setup D (out-of-sample) | | Metric | Normalized RMSE | | Unit | SCALAR | | Direction | Lower is better | | Results loaded | 17 of 17 | | 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 - [Normalized RMSE](): Lower is better; unit: SCALAR. ## Recorded results | Method | Normalized RMSE | Result date | Report paper | | --- | --- | --- | --- | | TARNet + reg | 0.2 | Not recorded | 68fa6b191e209131cea2c2a5 | | DR (+TARNet) | 0.2 | Not recorded | 68fa6b191e209131cea2c2a5 | | Reparam. | 0.2 | Not recorded | 68fa6b191e209131cea2c2a5 | | DragonNet + reg | 0.203 | Not recorded | 68fa6b191e209131cea2c2a5 | | TARNet + reg | 0.205 | Not recorded | 68fa6b191e209131cea2c2a5 | | DR (+TNet) | 0.22 | Not recorded | 68fa6b191e209131cea2c2a5 | | DragonNet | 0.223 | Not recorded | 68fa6b191e209131cea2c2a5 | | TARNet | 0.226 | Not recorded | 68fa6b191e209131cea2c2a5 | | FlexTENet | 0.23 | Not recorded | 68fa6b191e209131cea2c2a5 | | TARNet | 0.23 | Not recorded | 68fa6b191e209131cea2c2a5 | | FlexTENet | 0.23 | Not recorded | 68fa6b191e209131cea2c2a5 | | SNet + reg | 0.258 | Not recorded | 68fa6b191e209131cea2c2a5 | | TNet + reg | 0.26 | Not recorded | 68fa6b191e209131cea2c2a5 | | TNet + reg | 0.262 | Not recorded | 68fa6b191e209131cea2c2a5 | | SNet | 0.266 | Not recorded | 68fa6b191e209131cea2c2a5 | | TNet | 0.29 | Not recorded | 68fa6b191e209131cea2c2a5 | | TNet | 0.29 | Not recorded | 68fa6b191e209131cea2c2a5 | ### TARNet + reg Normalized RMSE: 0.2. Result ID: 698e5b5dffc3901de09ce869. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### DR (+TARNet) Normalized RMSE: 0.2. Result ID: 698e5b5dffc3901de09ce86a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Reparam. Normalized RMSE: 0.2. Result ID: 698e5b5dffc3901de09ce86b. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### DragonNet + reg Normalized RMSE: 0.203. Result ID: 698e5b5dffc3901de09ce82a. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Regularization":"true"}. This record does not assert independent reproduction. ### TARNet + reg Normalized RMSE: 0.205. Result ID: 698e5b5dffc3901de09ce827. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Regularization":"true"}. This record does not assert independent reproduction. ### DR (+TNet) Normalized RMSE: 0.22. Result ID: 698e5b5dffc3901de09ce867. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### DragonNet Normalized RMSE: 0.223. Result ID: 698e5b5dffc3901de09ce829. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### TARNet Normalized RMSE: 0.226. Result ID: 698e5b5dffc3901de09ce826. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### FlexTENet Normalized RMSE: 0.23. Result ID: 698e5b5dffc3901de09ce828. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### TARNet Normalized RMSE: 0.23. Result ID: 698e5b5dffc3901de09ce868. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### FlexTENet Normalized RMSE: 0.23. Result ID: 698e5b5dffc3901de09ce86c. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### SNet + reg Normalized RMSE: 0.258. Result ID: 698e5b5dffc3901de09ce82c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Regularization":"true"}. This record does not assert independent reproduction. ### TNet + reg Normalized RMSE: 0.26. Result ID: 698e5b5dffc3901de09ce866. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### TNet + reg Normalized RMSE: 0.262. Result ID: 698e5b5dffc3901de09ce825. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Regularization":"true"}. This record does not assert independent reproduction. ### SNet Normalized RMSE: 0.266. Result ID: 698e5b5dffc3901de09ce82b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### TNet Normalized RMSE: 0.29. Result ID: 698e5b5dffc3901de09ce824. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### TNet Normalized RMSE: 0.29. Result ID: 698e5b5dffc3901de09ce865. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.