# Counterfactual Recourse on Bank Marketing

Source: [Counterfactual Recourse on Bank Marketing](<https://www.sota2.com/research/sota/counterfactual-recourse-on-bank-marketing>)

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

Data updated: 2026-05-11T09:55:00.559Z

Evaluation of counterfactual recourse methods applied to the Bank Marketing dataset, typically measuring the cost, loss, and time required to generate valid counterfactuals.

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 Recourse |
| Dataset (including any stated split) | Bank Marketing |
| Metric | Recourse Cost |
| Unit | SCALAR |
| Direction | Lower is better |
| Results loaded | 16 of 16 |
| 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

- [Recourse Cost](<https://www.sota2.com/research/sota/counterfactual-recourse-on-bank-marketing.md?metric=Recourse%20Cost>): Lower is better; unit: SCALAR.

- [Recourse Loss](<https://www.sota2.com/research/sota/counterfactual-recourse-on-bank-marketing.md?metric=Recourse%20Loss>): Lower is better; unit: SCALAR.

- [Inversion Metric](<https://www.sota2.com/research/sota/counterfactual-recourse-on-bank-marketing.md?metric=Inversion%20Metric>): Higher is better; unit: SCALAR.

- [Recourse Time (s)](<https://www.sota2.com/research/sota/counterfactual-recourse-on-bank-marketing.md?metric=Recourse%20Time%20(s)>): Lower is better; unit: TIME.

## Recorded results

| Method | Recourse Cost | Result date | Report paper |
| --- | --- | --- | --- |
| SOGAR | 0.17 | Not recorded | 6a0162b4dbc836b87d8232a5 |
| SOGAR | 0.19 | Not recorded | 6a0162b4dbc836b87d8232a5 |
| SOGAR | 0.21 | Not recorded | 6a0162b4dbc836b87d8232a5 |
| CET | 0.27 | Not recorded | 6a0162b4dbc836b87d8232a5 |
| T-CREx0.9 | 0.32 | Not recorded | 6a0162b4dbc836b87d8232a5 |
| AReS | 0.36 | Not recorded | 6a0162b4dbc836b87d8232a5 |
| T-CREx0.9 | 0.38 | Not recorded | 6a0162b4dbc836b87d8232a5 |
| T-CREx0.99 | 0.47 | Not recorded | 6a0162b4dbc836b87d8232a5 |
| CET | 0.51 | Not recorded | 6a0162b4dbc836b87d8232a5 |
| CET | 0.6 | Not recorded | 6a0162b4dbc836b87d8232a5 |
| GLANCE | 0.65 | Not recorded | 6a0162b4dbc836b87d8232a5 |
| GLANCE | 0.69 | Not recorded | 6a0162b4dbc836b87d8232a5 |
| GLANCE | 0.71 | Not recorded | 6a0162b4dbc836b87d8232a5 |
| GLOBE-CE | 0.87 | Not recorded | 6a0162b4dbc836b87d8232a5 |
| GLOBE-CE | 0.91 | Not recorded | 6a0162b4dbc836b87d8232a5 |
| GLOBE-CE | 0.92 | Not recorded | 6a0162b4dbc836b87d8232a5 |

### SOGAR

Recourse Cost: 0.17. Result ID: 6a01a77347f34ce924e3ff60.

[Reporting paper](<https://www.sota2.com/research/paper/6a0162b4dbc836b87d8232a5.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a0162b4dbc836b87d8232a5.md>)

Recorded evaluation configuration: {"Model":"DNN"}. This record does not assert independent reproduction.

### SOGAR

Recourse Cost: 0.19. Result ID: 6a01a77347f34ce924e3ff6c.

[Reporting paper](<https://www.sota2.com/research/paper/6a0162b4dbc836b87d8232a5.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a0162b4dbc836b87d8232a5.md>)

Recorded evaluation configuration: {"Model":"LightGBM"}. This record does not assert independent reproduction.

### SOGAR

Recourse Cost: 0.21. Result ID: 6a01a77347f34ce924e3ff65.

[Reporting paper](<https://www.sota2.com/research/paper/6a0162b4dbc836b87d8232a5.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a0162b4dbc836b87d8232a5.md>)

Recorded evaluation configuration: {"Model":"XGBoost"}. This record does not assert independent reproduction.

### CET

Recourse Cost: 0.27. Result ID: 6a01a77347f34ce924e3ff5d.

[Reporting paper](<https://www.sota2.com/research/paper/6a0162b4dbc836b87d8232a5.md>)

Recorded evaluation configuration: {"Model":"DNN"}. This record does not assert independent reproduction.

### T-CREx0.9

Recourse Cost: 0.32. Result ID: 6a01a77347f34ce924e3ff64.

[Reporting paper](<https://www.sota2.com/research/paper/6a0162b4dbc836b87d8232a5.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa736a1e209131cea5c58a.md>)

Recorded evaluation configuration: {"Model":"XGBoost"}. This record does not assert independent reproduction.

### AReS

Recourse Cost: 0.36. Result ID: 6a01a77347f34ce924e3ff67.

[Reporting paper](<https://www.sota2.com/research/paper/6a0162b4dbc836b87d8232a5.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa689e1e209131cea1d237.md>)

Recorded evaluation configuration: {"Model":"LightGBM"}. This record does not assert independent reproduction.

### T-CREx0.9

Recourse Cost: 0.38. Result ID: 6a01a77347f34ce924e3ff6a.

[Reporting paper](<https://www.sota2.com/research/paper/6a0162b4dbc836b87d8232a5.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa736a1e209131cea5c58a.md>)

Recorded evaluation configuration: {"Model":"LightGBM"}. This record does not assert independent reproduction.

### T-CREx0.99

Recourse Cost: 0.47. Result ID: 6a01a77347f34ce924e3ff6b.

[Reporting paper](<https://www.sota2.com/research/paper/6a0162b4dbc836b87d8232a5.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa736a1e209131cea5c58a.md>)

Recorded evaluation configuration: {"Model":"LightGBM"}. This record does not assert independent reproduction.

### CET

Recourse Cost: 0.51. Result ID: 6a01a77347f34ce924e3ff61.

[Reporting paper](<https://www.sota2.com/research/paper/6a0162b4dbc836b87d8232a5.md>)

Recorded evaluation configuration: {"Model":"XGBoost"}. This record does not assert independent reproduction.

### CET

Recourse Cost: 0.6. Result ID: 6a01a77347f34ce924e3ff66.

[Reporting paper](<https://www.sota2.com/research/paper/6a0162b4dbc836b87d8232a5.md>)

Recorded evaluation configuration: {"Model":"LightGBM"}. This record does not assert independent reproduction.

### GLANCE

Recourse Cost: 0.65. Result ID: 6a01a77347f34ce924e3ff5f.

[Reporting paper](<https://www.sota2.com/research/paper/6a0162b4dbc836b87d8232a5.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa753c1e209131cea66a52.md>)

Recorded evaluation configuration: {"Model":"DNN"}. This record does not assert independent reproduction.

### GLANCE

Recourse Cost: 0.69. Result ID: 6a01a77347f34ce924e3ff63.

[Reporting paper](<https://www.sota2.com/research/paper/6a0162b4dbc836b87d8232a5.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa753c1e209131cea66a52.md>)

Recorded evaluation configuration: {"Model":"XGBoost"}. This record does not assert independent reproduction.

### GLANCE

Recourse Cost: 0.71. Result ID: 6a01a77347f34ce924e3ff69.

[Reporting paper](<https://www.sota2.com/research/paper/6a0162b4dbc836b87d8232a5.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa753c1e209131cea66a52.md>)

Recorded evaluation configuration: {"Model":"LightGBM"}. This record does not assert independent reproduction.

### GLOBE-CE

Recourse Cost: 0.87. Result ID: 6a01a77347f34ce924e3ff5e.

[Reporting paper](<https://www.sota2.com/research/paper/6a0162b4dbc836b87d8232a5.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa71791e209131cea51731.md>)

Recorded evaluation configuration: {"Model":"DNN"}. This record does not assert independent reproduction.

### GLOBE-CE

Recourse Cost: 0.91. Result ID: 6a01a77347f34ce924e3ff62.

[Reporting paper](<https://www.sota2.com/research/paper/6a0162b4dbc836b87d8232a5.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa71791e209131cea51731.md>)

Recorded evaluation configuration: {"Model":"XGBoost"}. This record does not assert independent reproduction.

### GLOBE-CE

Recourse Cost: 0.92. Result ID: 6a01a77347f34ce924e3ff68.

[Reporting paper](<https://www.sota2.com/research/paper/6a0162b4dbc836b87d8232a5.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa71791e209131cea51731.md>)

Recorded evaluation configuration: {"Model":"LightGBM"}. This record does not assert independent reproduction.

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