Causal Dependence Plots

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Causal Dependence Plots

7 March 2023

Joshua R. Loftus

Lucius E.J. Bynum

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Papers citing "Causal Dependence Plots"

15 / 15 papers shown

Title
Explaining the Behavior of Black-Box Prediction Algorithms with Causal Learning Numair Sani Daniel Malinsky I. Shpitser CML 158 16 0 10 Jan 2025
Counterfactuals for the Future Lucius E.J. Bynum Joshua R. Loftus Julia Stoyanovich 60 10 0 07 Dec 2022
DoWhy-GCM: An extension of DoWhy for causal inference in graphical causal models Patrick Blobaum P. Götz Kailash Budhathoki Atalanti A. Mastakouri Dominik Janzing 64 57 0 14 Jun 2022
Counterfactual Shapley Additive Explanations Emanuele Albini Jason Long Danial Dervovic Daniele Magazzeni 80 50 0 27 Oct 2021
Rational Shapley Values David S. Watson 67 20 0 18 Jun 2021
Causal Shapley Values: Exploiting Causal Knowledge to Explain Individual Predictions of Complex Models Tom Heskes E. Sijben I. G. Bucur Tom Claassen FAtt TDI 111 154 0 03 Nov 2020
Survey on Causal-based Machine Learning Fairness Notions K. Makhlouf Sami Zhioua C. Palamidessi FaML 93 85 0 19 Oct 2020
Conformal Inference of Counterfactuals and Individual Treatment Effects Lihua Lei Emmanuel J. Candès CML 172 195 0 11 Jun 2020
Causal Interpretability for Machine Learning -- Problems, Methods and Evaluation Raha Moraffah Mansooreh Karami Ruocheng Guo A. Raglin Huan Liu CML ELM XAI 89 220 0 09 Mar 2020
Asymmetric Shapley values: incorporating causal knowledge into model-agnostic explainability Christopher Frye C. Rowat Ilya Feige 87 183 0 14 Oct 2019
Path-Specific Counterfactual Fairness Silvia Chiappa Thomas P. S. Gillam CML FaML 89 341 0 22 Feb 2018
A Survey Of Methods For Explaining Black Box Models Riccardo Guidotti A. Monreale Salvatore Ruggieri Franco Turini D. Pedreschi F. Giannotti XAI 148 3,979 0 06 Feb 2018
Avoiding Discrimination through Causal Reasoning Niki Kilbertus Mateo Rojas-Carulla Giambattista Parascandolo Moritz Hardt Dominik Janzing Bernhard Schölkopf FaML CML 115 584 0 08 Jun 2017
Counterfactual Fairness Matt J. Kusner Joshua R. Loftus Chris Russell Ricardo M. A. Silva FaML 228 1,588 0 20 Mar 2017
On Causal and Anticausal Learning Bernhard Schölkopf Dominik Janzing J. Peters Eleni Sgouritsa Kun Zhang Joris Mooij CML 94 612 0 27 Jun 2012