# ADRF Estimation on Multi-treatment synthetic d=2

Source: [ADRF Estimation on Multi-treatment synthetic d=2](<https://www.sota2.com/research/sota/adrf-estimation-on-multi-treatment-synthetic-d-2>)

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

Data updated: 2026-05-04T07:16:43.434Z

Evaluation of models performing Average Dynamic Treatment Effect (ADRF) Estimation on the Multi-treatment synthetic d=2 dataset, measured using Surface-RMSE across various propensity score levels (p=0.00, p=0.15, p=0.25).

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 | ADRF Estimation |
| Dataset (including any stated split) | Multi-treatment synthetic d=2 |
| Metric | Surface-RMSE (p=0.00) |
| Unit | SCALAR |
| Direction | Lower is better |
| Results loaded | 2 of 2 |
| 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

- [Surface-RMSE (p=0.00)](<https://www.sota2.com/research/sota/adrf-estimation-on-multi-treatment-synthetic-d-2.md?metric=Surface-RMSE%20(p%3D0.00)>): Lower is better; unit: SCALAR.

- [Surface-RMSE (p=0.15)](<https://www.sota2.com/research/sota/adrf-estimation-on-multi-treatment-synthetic-d-2.md?metric=Surface-RMSE%20(p%3D0.15)>): Lower is better; unit: SCALAR.

- [Surface-RMSE (p=0.25)](<https://www.sota2.com/research/sota/adrf-estimation-on-multi-treatment-synthetic-d-2.md?metric=Surface-RMSE%20(p%3D0.25)>): Lower is better; unit: SCALAR.

## Recorded results

| Method | Surface-RMSE (p=0.00) | Result date | Report paper |
| --- | --- | --- | --- |
| SHIFT | 0.12 | Not recorded | 69f82809c0f56ed8430889e1 |
| OLS | 0.123 | Not recorded | 69f82809c0f56ed8430889e1 |

### SHIFT

Surface-RMSE (p=0.00): 0.12. Result ID: 69f847c947f34ce924db846b.

[Reporting paper](<https://www.sota2.com/research/paper/69f82809c0f56ed8430889e1.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69f82809c0f56ed8430889e1.md>)

Recorded evaluation configuration: {"Kernel type":"product kernel"}. This record does not assert independent reproduction.

### OLS

Surface-RMSE (p=0.00): 0.123. Result ID: 69f847c947f34ce924db846a.

[Reporting paper](<https://www.sota2.com/research/paper/69f82809c0f56ed8430889e1.md>)

Recorded evaluation configuration: {"Regression type":"local-linear"}. This record does not assert independent reproduction.

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