# Counterfactual effect estimation on NCM FAIRNESS-XY

Source: [Counterfactual effect estimation on NCM FAIRNESS-XY](<https://www.sota2.com/research/sota/counterfactual-effect-estimation-on-ncm-fairness-xy>)

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

Data updated: 2026-02-26T05:24:08.283Z

Evaluation of Counterfactual effect estimation performance on the NCM FAIRNESS-XY dataset, measured using ATE, ETT, NDE, and CtfDE.

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 | Counterfactual effect estimation |
| Dataset (including any stated split) | NCM FAIRNESS-XY |
| Metric | ATE |
| Unit | SCALAR |
| Direction | Lower is better |
| Results loaded | 6 of 6 |
| 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

- [ATE](<https://www.sota2.com/research/sota/counterfactual-effect-estimation-on-ncm-fairness-xy.md?metric=ATE>): Lower is better; unit: SCALAR.

- [ETT](<https://www.sota2.com/research/sota/counterfactual-effect-estimation-on-ncm-fairness-xy.md?metric=ETT>): Lower is better; unit: SCALAR.

- [NDE](<https://www.sota2.com/research/sota/counterfactual-effect-estimation-on-ncm-fairness-xy.md?metric=NDE>): Lower is better; unit: SCALAR.

- [CtfDE](<https://www.sota2.com/research/sota/counterfactual-effect-estimation-on-ncm-fairness-xy.md?metric=CtfDE>): Lower is better; unit: SCALAR.

## Recorded results

| Method | ATE | Result date | Report paper |
| --- | --- | --- | --- |
| EXOM\[MAF\] | 0 | Not recorded | 68fa76eb1e209131cea6ff0d |
| RS | 0.01 | Not recorded | 68fa76eb1e209131cea6ff0d |
| RS | 0.01 | Not recorded | 68fa76eb1e209131cea6ff0d |
| EXOM\[NICE\] | 0.01 | Not recorded | 68fa76eb1e209131cea6ff0d |
| EXOM\[NICE\] | 0.01 | Not recorded | 68fa76eb1e209131cea6ff0d |
| EXOM\[MAF\] | 0.05 | Not recorded | 68fa76eb1e209131cea6ff0d |

### EXOM\[MAF\]

ATE: 0. Result ID: 699466f53a6c3148491d0066.

[Reporting paper](<https://www.sota2.com/research/paper/68fa76eb1e209131cea6ff0d.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa76eb1e209131cea6ff0d.md>)

[Implementation](<https://github.com/cyisk/exom>)

Recorded evaluation configuration: {"SCM":"Proxy"}. This record does not assert independent reproduction.

### RS

ATE: 0.01. Result ID: 699466f53a6c3148491d0063.

[Reporting paper](<https://www.sota2.com/research/paper/68fa76eb1e209131cea6ff0d.md>)

Recorded evaluation configuration: {"SCM":"Original"}. This record does not assert independent reproduction.

### RS

ATE: 0.01. Result ID: 699466f53a6c3148491d0064.

[Reporting paper](<https://www.sota2.com/research/paper/68fa76eb1e209131cea6ff0d.md>)

Recorded evaluation configuration: {"SCM":"Proxy"}. This record does not assert independent reproduction.

### EXOM\[NICE\]

ATE: 0.01. Result ID: 699466f53a6c3148491d0067.

[Reporting paper](<https://www.sota2.com/research/paper/68fa76eb1e209131cea6ff0d.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa76eb1e209131cea6ff0d.md>)

[Implementation](<https://github.com/cyisk/exom>)

Recorded evaluation configuration: {"SCM":"Original"}. This record does not assert independent reproduction.

### EXOM\[NICE\]

ATE: 0.01. Result ID: 699466f53a6c3148491d0068.

[Reporting paper](<https://www.sota2.com/research/paper/68fa76eb1e209131cea6ff0d.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa76eb1e209131cea6ff0d.md>)

[Implementation](<https://github.com/cyisk/exom>)

Recorded evaluation configuration: {"SCM":"Proxy"}. This record does not assert independent reproduction.

### EXOM\[MAF\]

ATE: 0.05. Result ID: 699466f53a6c3148491d0065.

[Reporting paper](<https://www.sota2.com/research/paper/68fa76eb1e209131cea6ff0d.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa76eb1e209131cea6ff0d.md>)

[Implementation](<https://github.com/cyisk/exom>)

Recorded evaluation configuration: {"SCM":"Original"}. This record does not assert independent reproduction.

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