191 citations · 332 across the 13 of their papers we have counts for
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cs.AI2023★ 11 cited
Ensemble of Counterfactual Explainers
Riccardo Guidotti, Salvatore Ruggieri
In eXplainable Artificial Intelligence (XAI), several counterfactual explainers have been proposed, each focusing on some desirable properties of counterfactual instances: minimali…
stat.ML2023★ 8 cited
Counterfactual Situation Testing: Uncovering Discrimination under Fairness given the Difference
Jose M. Alvarez, Salvatore Ruggieri
We present counterfactual situation testing (CST), a causal data mining framework for detecting discrimination in classifiers. CST aims to answer in an actionable and meaningful wa…