# Counterfactual Explanations on PneumoniaMNIST (test) Source: [Counterfactual Explanations on PneumoniaMNIST (test)]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:46:52.158Z Evaluation of counterfactual explanation methods on the test split of the PneumoniaMNIST dataset, using metrics such as 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) | PneumoniaMNIST (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 | | --- | --- | --- | --- | | Schut | 1.157 | Not recorded | 6976f4e9a2b28e761d87c0f0 | | Schut | 1.157 | Not recorded | 6976f4e9a2b28e761d87c0f0 | | ROAR | 1.155 | Not recorded | 6976f4e9a2b28e761d87c0f0 | | Wachter | 1.131 | Not recorded | 6976f4e9a2b28e761d87c0f0 | | ROAR | 1.109 | Not recorded | 6976f4e9a2b28e761d87c0f0 | | Wachter | 1.074 | Not recorded | 6976f4e9a2b28e761d87c0f0 | | BayesCF | 1.062 | Not recorded | 6976f4e9a2b28e761d87c0f0 | | BayesCF | 1.062 | Not recorded | 6976f4e9a2b28e761d87c0f0 | | BayesCF | 1.062 | Not recorded | 6976f4e9a2b28e761d87c0f0 | | BayesCF | 1.062 | Not recorded | 6976f4e9a2b28e761d87c0f0 | | Schut | 1.031 | Not recorded | 6976f4e9a2b28e761d87c0f0 | | Schut | 1.031 | Not recorded | 6976f4e9a2b28e761d87c0f0 | | PSCE | 0.63 | Not recorded | 6976f4e9a2b28e761d87c0f0 | | PSCE | 0.63 | Not recorded | 6976f4e9a2b28e761d87c0f0 | | PSCE | 0.545 | Not recorded | 6976f4e9a2b28e761d87c0f0 | | PSCE | 0.545 | Not recorded | 6976f4e9a2b28e761d87c0f0 | ### Schut IM1: 1.157. Result ID: 69991f7a5698665ec4866dc4. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"BNN"}. This record does not assert independent reproduction. ### Schut IM1: 1.157. Result ID: 69991f7a5698665ec4866dfd. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"BNN"}. This record does not assert independent reproduction. ### ROAR IM1: 1.155. Result ID: 69991f7a5698665ec4866dc6. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"BNN"}. This record does not assert independent reproduction. ### Wachter IM1: 1.131. Result ID: 69991f7a5698665ec4866dde. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Uncertainty Estimation":"MC Dropout"}. This record does not assert independent reproduction. ### ROAR IM1: 1.109. Result ID: 69991f7a5698665ec4866ddf. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Uncertainty Estimation":"MC Dropout"}. This record does not assert independent reproduction. ### Wachter IM1: 1.074. Result ID: 69991f7a5698665ec4866dc5. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"BNN"}. This record does not assert independent reproduction. ### BayesCF IM1: 1.062. Result ID: 69991f7a5698665ec4866dc3. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"BNN"}. This record does not assert independent reproduction. ### BayesCF IM1: 1.062. Result ID: 69991f7a5698665ec4866ddc. [Reporting paper]() Recorded evaluation configuration: {"Uncertainty Estimation":"MC Dropout"}. This record does not assert independent reproduction. ### BayesCF IM1: 1.062. Result ID: 69991f7a5698665ec4866ded. [Reporting paper]() Recorded evaluation configuration: {"Inference Method":"MC Dropout"}. This record does not assert independent reproduction. ### BayesCF IM1: 1.062. Result ID: 69991f7a5698665ec4866dfc. [Reporting paper]() Recorded evaluation configuration: {"Model":"BNN"}. This record does not assert independent reproduction. ### Schut IM1: 1.031. Result ID: 69991f7a5698665ec4866ddd. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Uncertainty Estimation":"MC Dropout"}. This record does not assert independent reproduction. ### Schut IM1: 1.031. Result ID: 69991f7a5698665ec4866dee. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Inference Method":"MC Dropout"}. This record does not assert independent reproduction. ### PSCE IM1: 0.63. Result ID: 69991f7a5698665ec4866dc2. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"BNN"}. This record does not assert independent reproduction. ### PSCE IM1: 0.63. Result ID: 69991f7a5698665ec4866dfb. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"BNN"}. This record does not assert independent reproduction. ### PSCE IM1: 0.545. Result ID: 69991f7a5698665ec4866ddb. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Uncertainty Estimation":"MC Dropout"}. This record does not assert independent reproduction. ### PSCE IM1: 0.545. Result ID: 69991f7a5698665ec4866dec. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Inference Method":"MC Dropout"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.