# CATE estimation on IHDP-100 Setup D (in-sample)

Source: [CATE estimation on IHDP-100 Setup D (in-sample)](<https://www.sota2.com/research/sota/cate-estimation-on-ihdp-100-setup-d-in-sample>)

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

Data updated: 2026-02-26T05:59:53.531Z

Evaluation of Conditional Average Treatment Effect (CATE) estimation performance using the IHDP-100 dataset, specifically Setup D, evaluated in-sample, reporting 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-100 Setup D (in-sample) |
| Metric | RMSE |
| Unit | SCALAR |
| Direction | Lower is better |
| Results loaded | 8 of 8 |
| 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](<https://www.sota2.com/research/sota/cate-estimation-on-ihdp-100-setup-d-in-sample.md?metric=RMSE>): Lower is better; unit: SCALAR.

## Recorded results

| Method | RMSE | Result date | Report paper |
| --- | --- | --- | --- |
| Reparam. | 1.394 | Not recorded | 68fa6b191e209131cea2c2a5 |
| DR (+TARNet) | 1.463 | Not recorded | 68fa6b191e209131cea2c2a5 |
| TARNet + reg | 1.623 | Not recorded | 68fa6b191e209131cea2c2a5 |
| DR (+TNet) | 1.764 | Not recorded | 68fa6b191e209131cea2c2a5 |
| TARNet | 1.772 | Not recorded | 68fa6b191e209131cea2c2a5 |
| FlexTENet | 1.966 | Not recorded | 68fa6b191e209131cea2c2a5 |
| TNet + reg | 2.355 | Not recorded | 68fa6b191e209131cea2c2a5 |
| TNet | 2.857 | Not recorded | 68fa6b191e209131cea2c2a5 |

### Reparam.

RMSE: 1.394. Result ID: 698e5b5dffc3901de09ce843.

[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: {"Normalization":"Unnormalized","Number of runs":100,"Implementation":"Ours"}. This record does not assert independent reproduction.

### DR (+TARNet)

RMSE: 1.463. Result ID: 698e5b5dffc3901de09ce842.

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

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

Recorded evaluation configuration: {"Normalization":"Unnormalized","Number of runs":100,"Implementation":"Ours"}. This record does not assert independent reproduction.

### TARNet + reg

RMSE: 1.623. Result ID: 698e5b5dffc3901de09ce841.

[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: {"Normalization":"Unnormalized","Number of runs":100,"Implementation":"Ours"}. This record does not assert independent reproduction.

### DR (+TNet)

RMSE: 1.764. Result ID: 698e5b5dffc3901de09ce83f.

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

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

Recorded evaluation configuration: {"Normalization":"Unnormalized","Number of runs":100,"Implementation":"Ours"}. This record does not assert independent reproduction.

### TARNet

RMSE: 1.772. Result ID: 698e5b5dffc3901de09ce840.

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

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

Recorded evaluation configuration: {"Normalization":"Unnormalized","Number of runs":100,"Implementation":"Ours"}. This record does not assert independent reproduction.

### FlexTENet

RMSE: 1.966. Result ID: 698e5b5dffc3901de09ce844.

[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: {"Normalization":"Unnormalized","Number of runs":100,"Implementation":"Ours"}. This record does not assert independent reproduction.

### TNet + reg

RMSE: 2.355. Result ID: 698e5b5dffc3901de09ce83e.

[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: {"Normalization":"Unnormalized","Number of runs":100,"Implementation":"Ours"}. This record does not assert independent reproduction.

### TNet

RMSE: 2.857. Result ID: 698e5b5dffc3901de09ce83d.

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

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

Recorded evaluation configuration: {"Normalization":"Unnormalized","Number of runs":100,"Implementation":"Ours"}. This record does not assert independent reproduction.

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