# CATE estimation on IHDP Setup D (in-sample)

Source: [CATE estimation on IHDP Setup D (in-sample)](<https://www.sota2.com/research/sota/cate-estimation-on-ihdp-setup-d-in-sample>)

Collection index: [llms.txt](<https://www.sota2.com/research/llms.txt>)

Data updated: 2026-02-26T05:53:44.633Z

Evaluation of Conditional Average Treatment Effect (CATE) estimation performance using the IHDP dataset, specifically Setup D, evaluated in-sample, reporting 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 (in-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](<https://www.sota2.com/research/sota/cate-estimation-on-ihdp-setup-d-in-sample.md?metric=Normalized%20RMSE>): 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 |
| TARNet | 0.22 | Not recorded | 68fa6b191e209131cea2c2a5 |
| FlexTENet | 0.22 | Not recorded | 68fa6b191e209131cea2c2a5 |
| DragonNet | 0.222 | Not recorded | 68fa6b191e209131cea2c2a5 |
| FlexTENet | 0.224 | Not recorded | 68fa6b191e209131cea2c2a5 |
| TARNet | 0.225 | Not recorded | 68fa6b191e209131cea2c2a5 |
| SNet + reg | 0.252 | Not recorded | 68fa6b191e209131cea2c2a5 |
| TNet + reg | 0.26 | Not recorded | 68fa6b191e209131cea2c2a5 |
| TNet + reg | 0.26 | Not recorded | 68fa6b191e209131cea2c2a5 |
| SNet | 0.261 | Not recorded | 68fa6b191e209131cea2c2a5 |
| TNet | 0.29 | Not recorded | 68fa6b191e209131cea2c2a5 |
| TNet | 0.29 | Not recorded | 68fa6b191e209131cea2c2a5 |

### TARNet + reg

Normalized RMSE: 0.2. Result ID: 698e5b5dffc3901de09ce861.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6b191e209131cea2c2a5.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6b191e209131cea2c2a5.md>)

[Implementation](<https://github.com/AliciaCurth/CATENets>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### DR (+TARNet)

Normalized RMSE: 0.2. Result ID: 698e5b5dffc3901de09ce862.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6b191e209131cea2c2a5.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa5aca1e209131ce9c2ce7.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### Reparam.

Normalized RMSE: 0.2. Result ID: 698e5b5dffc3901de09ce863.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6b191e209131cea2c2a5.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6b191e209131cea2c2a5.md>)

[Implementation](<https://github.com/AliciaCurth/CATENets>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### DragonNet + reg

Normalized RMSE: 0.203. Result ID: 698e5b5dffc3901de09ce821.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6b191e209131cea2c2a5.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa667e1e209131cea109d8.md>)

[Implementation](<https://www.sota2.com/github.com/claudiashi57/dragonnet>)

Recorded evaluation configuration: {"Regularization":"true"}. This record does not assert independent reproduction.

### TARNet + reg

Normalized RMSE: 0.205. Result ID: 698e5b5dffc3901de09ce81e.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6b191e209131cea2c2a5.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6b191e209131cea2c2a5.md>)

[Implementation](<https://github.com/AliciaCurth/CATENets>)

Recorded evaluation configuration: {"Regularization":"true"}. This record does not assert independent reproduction.

### DR (+TNet)

Normalized RMSE: 0.22. Result ID: 698e5b5dffc3901de09ce85f.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6b191e209131cea2c2a5.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa5aca1e209131ce9c2ce7.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### TARNet

Normalized RMSE: 0.22. Result ID: 698e5b5dffc3901de09ce860.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6b191e209131cea2c2a5.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa63541e209131ce9fe45c.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### FlexTENet

Normalized RMSE: 0.22. Result ID: 698e5b5dffc3901de09ce864.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6b191e209131cea2c2a5.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6b191e209131cea2c2a5.md>)

[Implementation](<https://github.com/AliciaCurth/CATENets>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### DragonNet

Normalized RMSE: 0.222. Result ID: 698e5b5dffc3901de09ce820.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6b191e209131cea2c2a5.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa667e1e209131cea109d8.md>)

[Implementation](<https://www.sota2.com/github.com/claudiashi57/dragonnet>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### FlexTENet

Normalized RMSE: 0.224. Result ID: 698e5b5dffc3901de09ce81f.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6b191e209131cea2c2a5.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6b191e209131cea2c2a5.md>)

[Implementation](<https://github.com/AliciaCurth/CATENets>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### TARNet

Normalized RMSE: 0.225. Result ID: 698e5b5dffc3901de09ce81d.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6b191e209131cea2c2a5.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa63541e209131ce9fe45c.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### SNet + reg

Normalized RMSE: 0.252. Result ID: 698e5b5dffc3901de09ce823.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6b191e209131cea2c2a5.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa69541e209131cea2194f.md>)

Recorded evaluation configuration: {"Regularization":"true"}. This record does not assert independent reproduction.

### TNet + reg

Normalized RMSE: 0.26. Result ID: 698e5b5dffc3901de09ce81c.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6b191e209131cea2c2a5.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6b191e209131cea2c2a5.md>)

[Implementation](<https://github.com/AliciaCurth/CATENets>)

Recorded evaluation configuration: {"Regularization":"true"}. This record does not assert independent reproduction.

### TNet + reg

Normalized RMSE: 0.26. Result ID: 698e5b5dffc3901de09ce85e.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6b191e209131cea2c2a5.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6b191e209131cea2c2a5.md>)

[Implementation](<https://github.com/AliciaCurth/CATENets>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### SNet

Normalized RMSE: 0.261. Result ID: 698e5b5dffc3901de09ce822.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6b191e209131cea2c2a5.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa69541e209131cea2194f.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### TNet

Normalized RMSE: 0.29. Result ID: 698e5b5dffc3901de09ce81b.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6b191e209131cea2c2a5.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa55f91e209131ce998c87.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### TNet

Normalized RMSE: 0.29. Result ID: 698e5b5dffc3901de09ce85d.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6b191e209131cea2c2a5.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa55f91e209131ce998c87.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

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