# Counterfactual Generation on machine cpu

Source: [Counterfactual Generation on machine cpu](<https://www.sota2.com/research/sota/counterfactual-generation-on-machine-cpu>)

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

Data updated: 2026-05-29T11:33:02.437Z

Evaluation of Counterfactual Generation methods applied to the machine cpu dataset, measured using the Diversity metric.

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 Generation |
| Dataset (including any stated split) | machine cpu |
| Metric | Diversity |
| Unit | SCALAR |
| Direction | Higher is better |
| Results loaded | 7 of 7 |
| 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

- [Diversity](<https://www.sota2.com/research/sota/counterfactual-generation-on-machine-cpu.md?metric=Diversity>): Higher is better; unit: SCALAR.

## Recorded results

| Method | Diversity | Result date | Report paper |
| --- | --- | --- | --- |
| ExDBSCAN | 1.08 | Not recorded | 6a191dbbdbd7150506f829d8 |
| GS | 0.33 | Not recorded | 6a191dbbdbd7150506f829d8 |
| ExDBSCAN | 0.031 | Not recorded | 6a191dbbdbd7150506f829d8 |
| BayCon | 0.017 | Not recorded | 6a191dbbdbd7150506f829d8 |
| BayCon | 0.015 | Not recorded | 6a191dbbdbd7150506f829d8 |
| DiCE | 0.0016 | Not recorded | 6a191dbbdbd7150506f829d8 |
| DiCE | 0.0009 | Not recorded | 6a191dbbdbd7150506f829d8 |

### ExDBSCAN

Diversity: 1.08. Result ID: 6a197966fbc373592c14c1d9.

[Reporting paper](<https://www.sota2.com/research/paper/6a191dbbdbd7150506f829d8.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a191dbbdbd7150506f829d8.md>)

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

### GS

Diversity: 0.33. Result ID: 6a197966fbc373592c14c1dc.

[Reporting paper](<https://www.sota2.com/research/paper/6a191dbbdbd7150506f829d8.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6f441e209131cea44a3a.md>)

Recorded evaluation configuration: {"Type":"Surrogate"}. This record does not assert independent reproduction.

### ExDBSCAN

Diversity: 0.031. Result ID: 6a197966fbc373592c14c1df.

[Reporting paper](<https://www.sota2.com/research/paper/6a191dbbdbd7150506f829d8.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a191dbbdbd7150506f829d8.md>)

Recorded evaluation configuration: {"Selection":"Random"}. This record does not assert independent reproduction.

### BayCon

Diversity: 0.017. Result ID: 6a197966fbc373592c14c1da.

[Reporting paper](<https://www.sota2.com/research/paper/6a191dbbdbd7150506f829d8.md>)

Recorded evaluation configuration: {"Selection":"Random"}. This record does not assert independent reproduction.

### BayCon

Diversity: 0.015. Result ID: 6a197966fbc373592c14c1db.

[Reporting paper](<https://www.sota2.com/research/paper/6a191dbbdbd7150506f829d8.md>)

Recorded evaluation configuration: {"Selection":"Closest"}. This record does not assert independent reproduction.

### DiCE

Diversity: 0.0016. Result ID: 6a197966fbc373592c14c1de.

[Reporting paper](<https://www.sota2.com/research/paper/6a191dbbdbd7150506f829d8.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa66cd1e209131cea12755.md>)

Recorded evaluation configuration: {"Type":"Direct"}. This record does not assert independent reproduction.

### DiCE

Diversity: 0.0009. Result ID: 6a197966fbc373592c14c1dd.

[Reporting paper](<https://www.sota2.com/research/paper/6a191dbbdbd7150506f829d8.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa66cd1e209131cea12755.md>)

Recorded evaluation configuration: {"Type":"Surrogate"}. This record does not assert independent reproduction.

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