# Counterfactual density kernel estimation on TRIANGLE-NLIN (\|s\|=3)

Source: [Counterfactual density kernel estimation on TRIANGLE-NLIN (\|s\|=3)](<https://www.sota2.com/research/sota/counterfactual-density-kernel-estimation-on-triangle-nlin-s-3>)

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

Data updated: 2026-02-26T05:44:59.509Z

Evaluation of counterfactual density kernel estimation performance on the TRIANGLE-NLIN (\|s\|=3) dataset, measured using FR and regularized error bound.

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 density kernel estimation |
| Dataset (including any stated split) | TRIANGLE-NLIN (\|s\|=3) |
| Metric | FR |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 5 of 5 |
| 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

- [FR](<https://www.sota2.com/research/sota/counterfactual-density-kernel-estimation-on-triangle-nlin-s-3.md?metric=FR>): Higher is better; unit: PERCENT.

- [Regularized Error Bound](<https://www.sota2.com/research/sota/counterfactual-density-kernel-estimation-on-triangle-nlin-s-3.md?metric=Regularized%20Error%20Bound>): Lower is better; unit: SCALAR.

## Recorded results

| Method | FR | Result date | Report paper |
| --- | --- | --- | --- |
| RS | 100 | Not recorded | 68fa76eb1e209131cea6ff0d |
| EXOM\[NICE\] | 55 | Not recorded | 68fa76eb1e209131cea6ff0d |
| EXOM\[MAF\] | 50 | Not recorded | 68fa76eb1e209131cea6ff0d |
| EXOM\[NICE\] | 17 | Not recorded | 68fa76eb1e209131cea6ff0d |
| EXOM\[MAF\] | 12 | Not recorded | 68fa76eb1e209131cea6ff0d |

### RS

FR: 100. Result ID: 699466f53a6c3148491d0059.

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

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

### EXOM\[NICE\]

FR: 55. Result ID: 699466f53a6c3148491d005d.

[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\[MAF\]

FR: 50. Result ID: 699466f53a6c3148491d005b.

[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\[NICE\]

FR: 17. Result ID: 699466f53a6c3148491d005c.

[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\[MAF\]

FR: 12. Result ID: 699466f53a6c3148491d005a.

[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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