# Counterfactual Explanation Generation on wine Source: [Counterfactual Explanation Generation on wine]() Collection index: [llms.txt]() Data updated: 2026-05-29T11:33:03.676Z Evaluation of counterfactual explanation generation models using the wine dataset, measured by the validity 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 Explanation Generation | | Dataset (including any stated split) | wine | | Metric | Validity | | Unit | SCALAR | | Direction | Higher is better | | Results loaded | 24 of 24 | | 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 - [Validity](): Higher is better; unit: SCALAR. - [Coverage](): Higher is better; unit: SCALAR. - [L1 Distance](): Lower is better; unit: SCALAR. - [L2 Distance](): Lower is better; unit: SCALAR. - [Plausibility](): Higher is better; unit: SCALAR. - [Log Density](): Higher is better; unit: SCALAR. - [LOF](): Higher is better; unit: SCALAR. - [Isolation Forest Score](): Lower is better; unit: SCALAR. - [Time (s)](): Lower is better; unit: TIME. ## Recorded results | Method | Validity | Result date | Report paper | | --- | --- | --- | --- | | DCFO | 1 | Not recorded | 693ba1736cfd488761a55125 | | Baycon | 1 | Not recorded | 693ba1736cfd488761a55125 | | CBCE | 1 | Not recorded | 68fa77741e209131cea7335f | | CEGP | 1 | Not recorded | 68fa77741e209131cea7335f | | WACH | 1 | Not recorded | 68fa77741e209131cea7335f | | PPCEF | 1 | Not recorded | 68fa77741e209131cea7335f | | HyConEx | 1 | Not recorded | 68fa77741e209131cea7335f | | ExDBSCAN | 1 | Not recorded | 6a191dbbdbd7150506f829d8 | | ExDBSCAN | 1 | Not recorded | 6a191dbbdbd7150506f829d8 | | Baseline | 0.78 | Not recorded | 693ba1736cfd488761a55125 | | BayCon | 0.55 | Not recorded | 6a191dbbdbd7150506f829d8 | | BayCon | 0.55 | Not recorded | 6a191dbbdbd7150506f829d8 | | EACE | 0.44 | Not recorded | 693ba1736cfd488761a55125 | | GS | 0.25 | Not recorded | 6a191dbbdbd7150506f829d8 | | DiCE | 0 | Not recorded | 6a191dbbdbd7150506f829d8 | | GS | 0 | Not recorded | 6a191dbbdbd7150506f829d8 | | DiCE | 0 | Not recorded | 6a191dbbdbd7150506f829d8 | ### DCFO Validity: 1. Result ID: 69996f915698665ec4dd864c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"k":10}. This record does not assert independent reproduction. ### Baycon Validity: 1. Result ID: 69996f915698665ec4dd864d. [Reporting paper]() Recorded evaluation configuration: {"k":10}. This record does not assert independent reproduction. ### CBCE Validity: 1. Result ID: 69b11d146dbb7075b95b3cbd. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### CEGP Validity: 1. Result ID: 69b11d146dbb7075b95b3cbe. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### WACH Validity: 1. Result ID: 69b11d146dbb7075b95b3cbf. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### PPCEF Validity: 1. Result ID: 69b11d146dbb7075b95b3cc0. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### HyConEx Validity: 1. Result ID: 69b11d146dbb7075b95b3cc1. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### ExDBSCAN Validity: 1. Result ID: 6a197966fbc373592c14be56. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### ExDBSCAN Validity: 1. Result ID: 6a197966fbc373592c14be5d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Strategy":"Random"}. This record does not assert independent reproduction. ### Baseline Validity: 0.78. Result ID: 69996f915698665ec4dd864f. [Reporting paper]() Recorded evaluation configuration: {"k":10}. This record does not assert independent reproduction. ### BayCon Validity: 0.55. Result ID: 6a197966fbc373592c14be57. [Reporting paper]() Recorded evaluation configuration: {"Strategy":"Random"}. This record does not assert independent reproduction. ### BayCon Validity: 0.55. Result ID: 6a197966fbc373592c14be58. [Reporting paper]() Recorded evaluation configuration: {"Strategy":"Closest"}. This record does not assert independent reproduction. ### EACE Validity: 0.44. Result ID: 69996f915698665ec4dd864e. [Reporting paper]() Recorded evaluation configuration: {"k":10}. This record does not assert independent reproduction. ### GS Validity: 0.25. Result ID: 6a197966fbc373592c14be59. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Strategy":"Surrogate"}. This record does not assert independent reproduction. ### DiCE Validity: 0. Result ID: 6a197966fbc373592c14be5a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Strategy":"Surrogate"}. This record does not assert independent reproduction. ### GS Validity: 0. Result ID: 6a197966fbc373592c14be5b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Strategy":"Direct"}. This record does not assert independent reproduction. ### DiCE Validity: 0. Result ID: 6a197966fbc373592c14be5c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Strategy":"Direct"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.