# Counterfactual Explanation Generation on diggle table a1 Source: [Counterfactual Explanation Generation on diggle table a1]() Collection index: [llms.txt]() Data updated: 2026-05-29T11:33:03.248Z Evaluation of Counterfactual Explanation Generation methods applied to the diggle table a1 dataset, measured using 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) | diggle table a1 | | Metric | Validity | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 19 of 19 | | 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: PERCENT. ## Recorded results | Method | Validity | Result date | Report paper | | --- | --- | --- | --- | | DCFO | 100 | Not recorded | 693ba1736cfd488761a55125 | | Baycon | 100 | Not recorded | 693ba1736cfd488761a55125 | | Baseline | 100 | Not recorded | 693ba1736cfd488761a55125 | | ExDBSCAN | 100 | Not recorded | 6a191dbbdbd7150506f829d8 | | ExDBSCAN | 100 | Not recorded | 6a191dbbdbd7150506f829d8 | | ExDBSCAN | 100 | Not recorded | 6a191dbbdbd7150506f829d8 | | ExDBSCAN Random | 100 | Not recorded | 6a191dbbdbd7150506f829d8 | | GS Surrogate | 68 | Not recorded | 6a191dbbdbd7150506f829d8 | | DiCE Direct | 54 | Not recorded | 6a191dbbdbd7150506f829d8 | | GS | 43 | Not recorded | 6a191dbbdbd7150506f829d8 | | BayCon | 18 | Not recorded | 6a191dbbdbd7150506f829d8 | | BayCon | 18 | Not recorded | 6a191dbbdbd7150506f829d8 | | DiCE | 18 | Not recorded | 6a191dbbdbd7150506f829d8 | | BayCon Random | 18 | Not recorded | 6a191dbbdbd7150506f829d8 | | BayCon Closest | 18 | Not recorded | 6a191dbbdbd7150506f829d8 | | DiCE | 11 | Not recorded | 6a191dbbdbd7150506f829d8 | | EACE | 0 | Not recorded | 693ba1736cfd488761a55125 | | GS | 0 | Not recorded | 6a191dbbdbd7150506f829d8 | | GS Direct | 0 | Not recorded | 6a191dbbdbd7150506f829d8 | ### DCFO Validity: 100. Result ID: 69996f915698665ec4dd85d8. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"k":10}. This record does not assert independent reproduction. ### Baycon Validity: 100. Result ID: 69996f915698665ec4dd85d9. [Reporting paper]() Recorded evaluation configuration: {"k":10}. This record does not assert independent reproduction. ### Baseline Validity: 100. Result ID: 69996f915698665ec4dd85db. [Reporting paper]() Recorded evaluation configuration: {"k":10}. This record does not assert independent reproduction. ### ExDBSCAN Validity: 100. Result ID: 6a197965fbc373592c14bdca. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### ExDBSCAN Validity: 100. Result ID: 6a197965fbc373592c14bdd1. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Strategy":"Random"}. This record does not assert independent reproduction. ### ExDBSCAN Validity: 100. Result ID: 6a197966fbc373592c14c019. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### ExDBSCAN Random Validity: 100. Result ID: 6a197966fbc373592c14c01f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"variant":"random"}. This record does not assert independent reproduction. ### GS Surrogate Validity: 68. Result ID: 6a197966fbc373592c14c01c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"type":"surrogate"}. This record does not assert independent reproduction. ### DiCE Direct Validity: 54. Result ID: 6a197966fbc373592c14c01d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"type":"direct"}. This record does not assert independent reproduction. ### GS Validity: 43. Result ID: 6a197965fbc373592c14bdcd. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Strategy":"Surrogate"}. This record does not assert independent reproduction. ### BayCon Validity: 18. Result ID: 6a197965fbc373592c14bdcb. [Reporting paper]() Recorded evaluation configuration: {"Strategy":"Random"}. This record does not assert independent reproduction. ### BayCon Validity: 18. Result ID: 6a197965fbc373592c14bdcc. [Reporting paper]() Recorded evaluation configuration: {"Strategy":"Closest"}. This record does not assert independent reproduction. ### DiCE Validity: 18. Result ID: 6a197965fbc373592c14bdce. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Strategy":"Surrogate"}. This record does not assert independent reproduction. ### BayCon Random Validity: 18. Result ID: 6a197966fbc373592c14c01a. [Reporting paper]() Recorded evaluation configuration: {"variant":"random"}. This record does not assert independent reproduction. ### BayCon Closest Validity: 18. Result ID: 6a197966fbc373592c14c01b. [Reporting paper]() Recorded evaluation configuration: {"variant":"closest"}. This record does not assert independent reproduction. ### DiCE Validity: 11. Result ID: 6a197965fbc373592c14bdd0. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Strategy":"Direct"}. This record does not assert independent reproduction. ### EACE Validity: 0. Result ID: 69996f915698665ec4dd85da. [Reporting paper]() Recorded evaluation configuration: {"k":10}. This record does not assert independent reproduction. ### GS Validity: 0. Result ID: 6a197965fbc373592c14bdcf. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Strategy":"Direct"}. This record does not assert independent reproduction. ### GS Direct Validity: 0. Result ID: 6a197966fbc373592c14c01e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"type":"direct"}. This record does not assert independent reproduction. 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