# Counterfactual Explanations on Spam (test) Source: [Counterfactual Explanations on Spam (test)]() Collection index: [llms.txt]() Data updated: 2026-05-28T09:22:05.589Z Evaluation of counterfactual explanation methods on the test split of the Spam 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) | Spam (test) | | Metric | IM1 | | Unit | SCALAR | | Direction | Higher is better | | Results loaded | 20 of 20 | | 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: PERCENT. - [Validity](): Higher is better; unit: PERCENT. - [Mean L1 Distance](): Lower is better; unit: SCALAR. ## Recorded results | Method | IM1 | Result date | Report paper | | --- | --- | --- | --- | | BayesCF | 1.4798 | Not recorded | 6976f4e9a2b28e761d87c0f0 | | BayesCF | 1.4798 | Not recorded | 6976f4e9a2b28e761d87c0f0 | | Schut | 1.2756 | Not recorded | 6976f4e9a2b28e761d87c0f0 | | Schut | 1.2756 | Not recorded | 6976f4e9a2b28e761d87c0f0 | | Wachter | 1.1884 | Not recorded | 6976f4e9a2b28e761d87c0f0 | | ROAR | 1.1588 | Not recorded | 6976f4e9a2b28e761d87c0f0 | | Wachter | 1.1112 | Not recorded | 6976f4e9a2b28e761d87c0f0 | | BayesCF | 1.0948 | Not recorded | 6976f4e9a2b28e761d87c0f0 | | BayesCF | 1.0948 | Not recorded | 6976f4e9a2b28e761d87c0f0 | | ROAR | 1.0926 | Not recorded | 6976f4e9a2b28e761d87c0f0 | | Schut | 0.9137 | Not recorded | 6976f4e9a2b28e761d87c0f0 | | Schut | 0.9137 | Not recorded | 6976f4e9a2b28e761d87c0f0 | | PSCE | 0.8967 | Not recorded | 6976f4e9a2b28e761d87c0f0 | | PSCE | 0.8967 | Not recorded | 6976f4e9a2b28e761d87c0f0 | | PSCE | 0.7387 | Not recorded | 6976f4e9a2b28e761d87c0f0 | | PSCE | 0.7387 | Not recorded | 6976f4e9a2b28e761d87c0f0 | ### BayesCF IM1: 1.4798. Result ID: 69991f7a5698665ec4866dd7. [Reporting paper]() Recorded evaluation configuration: {"Uncertainty Estimation":"MC Dropout"}. This record does not assert independent reproduction. ### BayesCF IM1: 1.4798. Result ID: 69991f7a5698665ec4866dea. [Reporting paper]() Recorded evaluation configuration: {"Inference Method":"MC Dropout"}. This record does not assert independent reproduction. ### Schut IM1: 1.2756. Result ID: 69991f7a5698665ec4866dd8. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Uncertainty Estimation":"MC Dropout"}. This record does not assert independent reproduction. ### Schut IM1: 1.2756. Result ID: 69991f7a5698665ec4866deb. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Inference Method":"MC Dropout"}. This record does not assert independent reproduction. ### Wachter IM1: 1.1884. Result ID: 69991f7a5698665ec4866dc0. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"BNN"}. This record does not assert independent reproduction. ### ROAR IM1: 1.1588. Result ID: 69991f7a5698665ec4866dc1. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"BNN"}. This record does not assert independent reproduction. ### Wachter IM1: 1.1112. Result ID: 69991f7a5698665ec4866dd9. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Uncertainty Estimation":"MC Dropout"}. This record does not assert independent reproduction. ### BayesCF IM1: 1.0948. Result ID: 69991f7a5698665ec4866dbe. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"BNN"}. This record does not assert independent reproduction. ### BayesCF IM1: 1.0948. Result ID: 69991f7a5698665ec4866df9. [Reporting paper]() Recorded evaluation configuration: {"Model":"BNN"}. This record does not assert independent reproduction. ### ROAR IM1: 1.0926. Result ID: 69991f7a5698665ec4866dda. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Uncertainty Estimation":"MC Dropout"}. This record does not assert independent reproduction. ### Schut IM1: 0.9137. Result ID: 69991f7a5698665ec4866dbf. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"BNN"}. This record does not assert independent reproduction. ### Schut IM1: 0.9137. Result ID: 69991f7a5698665ec4866dfa. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"BNN"}. This record does not assert independent reproduction. ### PSCE IM1: 0.8967. Result ID: 69991f7a5698665ec4866dd6. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Uncertainty Estimation":"MC Dropout"}. This record does not assert independent reproduction. ### PSCE IM1: 0.8967. Result ID: 69991f7a5698665ec4866de9. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Inference Method":"MC Dropout"}. This record does not assert independent reproduction. ### PSCE IM1: 0.7387. Result ID: 69991f7a5698665ec4866dbd. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"BNN"}. This record does not assert independent reproduction. ### PSCE IM1: 0.7387. Result ID: 69991f7a5698665ec4866df8. [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.