# Counterfactual Explanations on Credit (test) Source: [Counterfactual Explanations on Credit (test)]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:46:52.102Z Evaluation of counterfactual explanation methods on the test split of the Credit dataset, measured by metrics including IM1, Implausibility, Robustness Ratio, and Validity. 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 Explanations | | Dataset (including any stated split) | Credit (test) | | Metric | IM1 | | Unit | SCALAR | | Direction | Higher 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 - [IM1](): Higher is better; unit: SCALAR. - [Implausibility](): Lower is better; unit: SCALAR. - [Robustness Ratio (1e-3)](): Higher is better; unit: SCALAR. - [Validity](): Higher is better; unit: PERCENT. ## Recorded results | Method | IM1 | Result date | Report paper | | --- | --- | --- | --- | | BayesCF | 1.0767 | Not recorded | 6976f4e9a2b28e761d87c0f0 | | BayesCF | 1.0767 | Not recorded | 6976f4e9a2b28e761d87c0f0 | | Wachter | 1.0429 | Not recorded | 6976f4e9a2b28e761d87c0f0 | | Wachter | 1.0423 | Not recorded | 6976f4e9a2b28e761d87c0f0 | | ROAR | 1.0285 | Not recorded | 6976f4e9a2b28e761d87c0f0 | | ROAR | 1.0275 | Not recorded | 6976f4e9a2b28e761d87c0f0 | | Schut | 0.9251 | Not recorded | 6976f4e9a2b28e761d87c0f0 | | Schut | 0.9251 | Not recorded | 6976f4e9a2b28e761d87c0f0 | | Schut | 0.9042 | Not recorded | 6976f4e9a2b28e761d87c0f0 | | Schut | 0.9042 | Not recorded | 6976f4e9a2b28e761d87c0f0 | | BayesCF | 0.8311 | Not recorded | 6976f4e9a2b28e761d87c0f0 | | BayesCF | 0.8311 | Not recorded | 6976f4e9a2b28e761d87c0f0 | | PSCE | 0.7383 | Not recorded | 6976f4e9a2b28e761d87c0f0 | | PSCE | 0.7383 | Not recorded | 6976f4e9a2b28e761d87c0f0 | | PSCE | 0.6561 | Not recorded | 6976f4e9a2b28e761d87c0f0 | | PSCE | 0.6561 | Not recorded | 6976f4e9a2b28e761d87c0f0 | ### BayesCF IM1: 1.0767. Result ID: 69991f7a5698665ec4866dc8. [Reporting paper]() Recorded evaluation configuration: {"Uncertainty Estimation":"MC Dropout"}. This record does not assert independent reproduction. ### BayesCF IM1: 1.0767. Result ID: 69991f7a5698665ec4866de1. [Reporting paper]() Recorded evaluation configuration: {"Inference Method":"MC Dropout"}. This record does not assert independent reproduction. ### Wachter IM1: 1.0429. Result ID: 69991f7a5698665ec4866dca. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Uncertainty Estimation":"MC Dropout"}. This record does not assert independent reproduction. ### Wachter IM1: 1.0423. Result ID: 69991f7a5698665ec4866db1. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"BNN"}. This record does not assert independent reproduction. ### ROAR IM1: 1.0285. Result ID: 69991f7a5698665ec4866db2. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"BNN"}. This record does not assert independent reproduction. ### ROAR IM1: 1.0275. Result ID: 69991f7a5698665ec4866dcb. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Uncertainty Estimation":"MC Dropout"}. This record does not assert independent reproduction. ### Schut IM1: 0.9251. Result ID: 69991f7a5698665ec4866dc9. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Uncertainty Estimation":"MC Dropout"}. This record does not assert independent reproduction. ### Schut IM1: 0.9251. Result ID: 69991f7a5698665ec4866de2. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Inference Method":"MC Dropout"}. This record does not assert independent reproduction. ### Schut IM1: 0.9042. Result ID: 69991f7a5698665ec4866db0. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"BNN"}. This record does not assert independent reproduction. ### Schut IM1: 0.9042. Result ID: 69991f7a5698665ec4866df1. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"BNN"}. This record does not assert independent reproduction. ### BayesCF IM1: 0.8311. Result ID: 69991f7a5698665ec4866daf. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"BNN"}. This record does not assert independent reproduction. ### BayesCF IM1: 0.8311. Result ID: 69991f7a5698665ec4866df0. [Reporting paper]() Recorded evaluation configuration: {"Model":"BNN"}. This record does not assert independent reproduction. ### PSCE IM1: 0.7383. Result ID: 69991f7a5698665ec4866dc7. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Uncertainty Estimation":"MC Dropout"}. This record does not assert independent reproduction. ### PSCE IM1: 0.7383. Result ID: 69991f7a5698665ec4866de0. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Inference Method":"MC Dropout"}. This record does not assert independent reproduction. ### PSCE IM1: 0.6561. Result ID: 69991f7a5698665ec4866dae. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"BNN"}. This record does not assert independent reproduction. ### PSCE IM1: 0.6561. Result ID: 69991f7a5698665ec4866def. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"BNN"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.