Avoiding Discrimination through Causal Reasoning

8 June 2017

Papers citing "Avoiding Discrimination through Causal Reasoning"

8 / 308 papers shown

Title
Conditional Variance Penalties and Domain Shift Robustness C. Heinze-Deml N. Meinshausen OOD VLM 47 4 0 31 Oct 2017
On Formalizing Fairness in Prediction with Machine Learning Pratik Gajane Mykola Pechenizkiy FaML 30 211 0 09 Oct 2017
On Fairness and Calibration Geoff Pleiss Manish Raghavan Felix Wu Jon M. Kleinberg Kilian Q. Weinberger FaML 44 869 0 06 Sep 2017
Proxy Non-Discrimination in Data-Driven Systems Anupam Datta Matt Fredrikson Gihyuk Ko Piotr (Peter) Mardziel S. Sen 20 47 0 25 Jul 2017
Decoupled classifiers for fair and efficient machine learning Cynthia Dwork Nicole Immorlica Adam Tauman Kalai Max D. M. Leiserson FaML 25 43 0 20 Jul 2017
On conditional parity as a notion of non-discrimination in machine learning Yaácov Ritov Yuekai Sun Ruofei Zhao 21 40 0 26 Jun 2017
Counterfactual Fairness Matt J. Kusner Joshua R. Loftus Chris Russell Ricardo M. A. Silva FaML 93 1,558 0 20 Mar 2017
Fair prediction with disparate impact: A study of bias in recidivism prediction instruments Alexandra Chouldechova FaML 207 2,092 0 24 Oct 2016