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1706.02744
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Avoiding Discrimination through Causal Reasoning
8 June 2017
Niki Kilbertus
Mateo Rojas-Carulla
Giambattista Parascandolo
Moritz Hardt
Dominik Janzing
Bernhard Schölkopf
FaML
CML
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Papers citing
"Avoiding Discrimination through Causal Reasoning"
12 / 312 papers shown
Title
Empirical Risk Minimization under Fairness Constraints
Michele Donini
L. Oneto
Shai Ben-David
John Shawe-Taylor
Massimiliano Pontil
FaML
86
445
0
23 Feb 2018
Path-Specific Counterfactual Fairness
Silvia Chiappa
Thomas P. S. Gillam
CML
FaML
97
341
0
22 Feb 2018
On the Direction of Discrimination: An Information-Theoretic Analysis of Disparate Impact in Machine Learning
Hao Wang
Berk Ustun
Flavio du Pin Calmon
FaML
73
11
0
16 Jan 2018
Calibration for the (Computationally-Identifiable) Masses
Úrsula Hébert-Johnson
Michael P. Kim
Omer Reingold
G. Rothblum
FaML
91
88
0
22 Nov 2017
Does mitigating ML's impact disparity require treatment disparity?
Zachary Chase Lipton
Alexandra Chouldechova
Julian McAuley
80
16
0
19 Nov 2017
Conditional Variance Penalties and Domain Shift Robustness
C. Heinze-Deml
N. Meinshausen
OOD
VLM
82
4
0
31 Oct 2017
On Formalizing Fairness in Prediction with Machine Learning
Pratik Gajane
Mykola Pechenizkiy
FaML
205
213
0
09 Oct 2017
On Fairness and Calibration
Geoff Pleiss
Manish Raghavan
Felix Wu
Jon M. Kleinberg
Kilian Q. Weinberger
FaML
230
883
0
06 Sep 2017
Proxy Non-Discrimination in Data-Driven Systems
Anupam Datta
Matt Fredrikson
Gihyuk Ko
Piotr (Peter) Mardziel
S. Sen
33
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
77
43
0
20 Jul 2017
On conditional parity as a notion of non-discrimination in machine learning
Yaácov Ritov
Yuekai Sun
Ruofei Zhao
52
40
0
26 Jun 2017
Counterfactual Fairness
Matt J. Kusner
Joshua R. Loftus
Chris Russell
Ricardo M. A. Silva
FaML
238
1,588
0
20 Mar 2017
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