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First Online: 22 August 2024

Ethics Statement

: From an ethical perspective, the primary point to keep in mind regarding the use of counterfactual models is their impact on factuality. Since CDA approaches are designed to be <i>counterfactual</i>, they should be used cautiously in sensitive domains where factuality is essential. Secondly, CDA bias mitigation techniques like FairFlow do not automatically guarantee fairness; hence, they must be used with that understanding.

Conference Information

Conference Acronym: ECML PKDD

Conference Name: Joint European Conference on Machine Learning and Knowledge Discovery in Databases

Conference City: Vilnius

Conference Country: Lithuania

Conference Year: 2024

Conference Start Date: 8 September 2024

Conference End Date: 12 September 2024

Conference Number: 24

Conference ID: ecml2024

Conference URL: https://2024.ecmlpkdd.org/