Consequence-aware Sequential Counterfactual Generation

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Consequence-aware Sequential Counterfactual Generation

12 April 2021

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Papers citing "Consequence-aware Sequential Counterfactual Generation"

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Title
DiCoFlex: Model-agnostic diverse counterfactuals with flexible control Oleksii Furman Ulvi Movsum-zada Patryk Marszalek Maciej Ziȩba Marek Śmieja BDL 44 0 0 29 May 2025
S-CFE: Simple Counterfactual Explanations Shpresim Sadiku Moritz Wagner Sai Ganesh Nagarajan Sebastian Pokutta 145 1 0 21 Oct 2024
Learning Actionable Counterfactual Explanations in Large State Spaces Keziah Naggita Matthew R. Walter Avrim Blum OffRL 108 0 0 25 Apr 2024
Iterative Partial Fulfillment of Counterfactual Explanations: Benefits and Risks Yilun Zhou 67 0 0 17 Mar 2023
Power of Explanations: Towards automatic debiasing in hate speech detection Yitao Cai Arthur Zimek Gerhard Wunder Eirini Ntoutsi 73 6 0 07 Sep 2022
Differentially Private Counterfactuals via Functional Mechanism Fan Yang Qizhang Feng Kaixiong Zhou Jiahao Chen Helen Zhou 68 9 0 04 Aug 2022
Synthesizing explainable counterfactual policies for algorithmic recourse with program synthesis Giovanni De Toni Bruno Lepri Andrea Passerini CML 80 13 0 18 Jan 2022
A survey on datasets for fairness-aware machine learning Tai Le Quy Arjun Roy Vasileios Iosifidis Wenbin Zhang Eirini Ntoutsi FaML 121 254 0 01 Oct 2021
Amortized Generation of Sequential Algorithmic Recourses for Black-box Models Sahil Verma Keegan E. Hines John P. Dickerson 94 24 0 07 Jun 2021
Directive Explanations for Actionable Explainability in Machine Learning Applications Ronal Singh Paul Dourish Piers Howe Tim Miller L. Sonenberg Eduardo Velloso F. Vetere 48 35 0 03 Feb 2021