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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"
50 / 312 papers shown
Title
Cumulative Stay-time Representation for Electronic Health Records in Medical Event Time Prediction
Takayuki Katsuki
Kohei Miyaguchi
Akira Koseki
T. Iwamori
Ryosuke Yanagiya
Atsushi Suzuki
AI4TS
45
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0
28 Apr 2022
Fair Algorithm Design: Fair and Efficacious Machine Scheduling
April Niu
Agnes Totschnig
A. Vetta
FaML
67
3
0
13 Apr 2022
Marrying Fairness and Explainability in Supervised Learning
Przemyslaw A. Grabowicz
Nicholas Perello
Aarshee Mishra
FaML
92
45
0
06 Apr 2022
From Statistical to Causal Learning
Bernhard Schölkopf
Julius von Kügelgen
CML
100
46
0
01 Apr 2022
Can Prompt Probe Pretrained Language Models? Understanding the Invisible Risks from a Causal View
Boxi Cao
Hongyu Lin
Xianpei Han
Fangchao Liu
Le Sun
ELM
AAML
57
43
0
23 Mar 2022
The price of unfairness in linear bandits with biased feedback
Solenne Gaucher
Alexandra Carpentier
Christophe Giraud
FaML
40
2
0
18 Mar 2022
The Long Arc of Fairness: Formalisations and Ethical Discourse
Pola Schwöbel
Peter Remmers
70
18
0
08 Mar 2022
Selection, Ignorability and Challenges With Causal Fairness
Jake Fawkes
R. Evans
Dino Sejdinovic
163
19
0
28 Feb 2022
Fast Feature Selection with Fairness Constraints
Francesco Quinzan
Rajiv Khanna
Moshik Hershcovitch
S. Cohen
Daniel Waddington
Tobias Friedrich
Michael W. Mahoney
51
4
0
28 Feb 2022
The Impact of Explanations on Layperson Trust in Artificial Intelligence-Driven Symptom Checker Apps: Experimental Study
Claire Woodcock
Brent Mittelstadt
Dan Busbridge
Grant Blank
64
27
0
27 Feb 2022
On Learning and Testing of Counterfactual Fairness through Data Preprocessing
Haoyu Chen
Wenbin Lu
R. Song
Pulak Ghosh
FaML
69
6
0
25 Feb 2022
Why Fair Labels Can Yield Unfair Predictions: Graphical Conditions for Introduced Unfairness
Carolyn Ashurst
Ryan Carey
Silvia Chiappa
Tom Everitt
FaML
98
15
0
22 Feb 2022
Stochastic Causal Programming for Bounding Treatment Effects
Kirtan Padh
Jakob Zeitler
David S. Watson
Matt J. Kusner
Ricardo M. A. Silva
Niki Kilbertus
CML
111
26
0
22 Feb 2022
Regulatory Instruments for Fair Personalized Pricing
Renzhe Xu
Xingxuan Zhang
Pengbi Cui
Yangqiu Song
Zheyan Shen
Jiazheng Xu
76
15
0
09 Feb 2022
Counterfactual Multi-Token Fairness in Text Classification
P. Lohia
46
3
0
08 Feb 2022
Promises and Challenges of Causality for Ethical Machine Learning
Aida Rahmattalabi
Alice Xiang
FaML
CML
162
8
0
26 Jan 2022
The Fairness Field Guide: Perspectives from Social and Formal Sciences
Alycia N. Carey
Xintao Wu
FaML
39
6
0
13 Jan 2022
Interpretable Data-Based Explanations for Fairness Debugging
Romila Pradhan
Jiongli Zhu
Boris Glavic
Babak Salimi
93
57
0
17 Dec 2021
Data Collection and Quality Challenges in Deep Learning: A Data-Centric AI Perspective
Steven Euijong Whang
Yuji Roh
Hwanjun Song
Jae-Gil Lee
83
351
0
13 Dec 2021
A Framework for Fairness: A Systematic Review of Existing Fair AI Solutions
Brianna Richardson
J. Gilbert
FaML
66
37
0
10 Dec 2021
Word Embeddings via Causal Inference: Gender Bias Reducing and Semantic Information Preserving
Lei Ding
Dengdeng Yu
Jinhan Xie
Wenxing Guo
Shenggang Hu
Meichen Liu
Linglong Kong
Hongsheng Dai
Yanchun Bao
Bei Jiang
FaML
118
30
0
09 Dec 2021
Matching Learned Causal Effects of Neural Networks with Domain Priors
Sai Srinivas Kancheti
Abbavaram Gowtham Reddy
V. Balasubramanian
Amit Sharma
CML
101
13
0
24 Nov 2021
UDIS: Unsupervised Discovery of Bias in Deep Visual Recognition Models
Arvindkumar Krishnakumar
Tong He
Shengji Tang
Judy Hoffman
78
31
0
29 Oct 2021
Sample Selection for Fair and Robust Training
Yuji Roh
Kangwook Lee
Steven Euijong Whang
Changho Suh
77
65
0
27 Oct 2021
DECAF: Generating Fair Synthetic Data Using Causally-Aware Generative Networks
A. Saha
Trent Kyono
J. Linmans
M. Schaar
CML
92
111
0
25 Oct 2021
fairadapt: Causal Reasoning for Fair Data Pre-processing
Drago Plečko
Nicolas Bennett
N. Meinshausen
FaML
24
11
0
19 Oct 2021
FairMask: Better Fairness via Model-based Rebalancing of Protected Attributes
Kewen Peng
Joymallya Chakraborty
Tim Menzies
FaML
77
32
0
03 Oct 2021
Understanding Relations Between Perception of Fairness and Trust in Algorithmic Decision Making
Jianlong Zhou
Sunny Verma
Mudit Mittal
Fang Chen
FaML
53
10
0
29 Sep 2021
Learning to be Fair: A Consequentialist Approach to Equitable Decision-Making
Alex Chohlas-Wood
Madison Coots
Henry Zhu
Emma Brunskill
Sharad Goel
FaML
84
25
0
18 Sep 2021
Amazon SageMaker Clarify: Machine Learning Bias Detection and Explainability in the Cloud
Michaela Hardt
Xiaoguang Chen
Xiaoyi Cheng
Michele Donini
J. Gelman
...
Muhammad Bilal Zafar
Sanjiv Ranjan Das
Kevin Haas
Tyler Hill
K. Kenthapadi
ELM
FaML
80
43
0
07 Sep 2021
Causal Inference in Natural Language Processing: Estimation, Prediction, Interpretation and Beyond
Amir Feder
Katherine A. Keith
Emaad A. Manzoor
Reid Pryzant
Dhanya Sridhar
...
Roi Reichart
Margaret E. Roberts
Brandon M Stewart
Victor Veitch
Diyi Yang
CML
118
246
0
02 Sep 2021
FADE: FAir Double Ensemble Learning for Observable and Counterfactual Outcomes
Alan Mishler
Edward H. Kennedy
FaML
135
23
0
01 Sep 2021
Towards Out-Of-Distribution Generalization: A Survey
Jiashuo Liu
Zheyan Shen
Yue He
Xingxuan Zhang
Renzhe Xu
Han Yu
Peng Cui
CML
OOD
168
536
0
31 Aug 2021
Fair Decision-Making for Food Inspections
Shubham Singh
Bhuvni Shah
Chris Kanich
Ian A. Kash
63
8
0
12 Aug 2021
Explaining Algorithmic Fairness Through Fairness-Aware Causal Path Decomposition
Weishen Pan
Sen Cui
Jiang Bian
Changshui Zhang
Fei Wang
CML
FaML
122
35
0
11 Aug 2021
Fairness Through Counterfactual Utilities
Jack Blandin
Ian A. Kash
FaML
76
2
0
11 Aug 2021
Under the Radar -- Auditing Fairness in ML for Humanitarian Mapping
L. Kondmann
Xiao Xiang Zhu
60
7
0
04 Aug 2021
Fairness in Ranking under Uncertainty
Ashudeep Singh
David Kempe
Thorsten Joachims
80
50
0
14 Jul 2021
Trustworthy AI: A Computational Perspective
Haochen Liu
Yiqi Wang
Wenqi Fan
Xiaorui Liu
Yaxin Li
Shaili Jain
Yunhao Liu
Anil K. Jain
Jiliang Tang
FaML
192
212
0
12 Jul 2021
Disaggregated Interventions to Reduce Inequality
Lucius E.J. Bynum
Joshua R. Loftus
Julia Stoyanovich
86
13
0
01 Jul 2021
Doing good by fighting fraud: Ethical anti-fraud systems for mobile payments
Z. Din
Hari Venugopalan
Henry Lin
Adam Wushensky
Steven Liu
Samuel T. King
55
6
0
28 Jun 2021
Fairness via Representation Neutralization
Mengnan Du
Subhabrata Mukherjee
Guanchu Wang
Ruixiang Tang
Ahmed Hassan Awadallah
Helen Zhou
90
81
0
23 Jun 2021
Contrastive Mixture of Posteriors for Counterfactual Inference, Data Integration and Fairness
Adam Foster
Árpi Vezér
C. A. Glastonbury
Páidí Creed
Sam Abujudeh
Aaron Sim
FaML
30
6
0
15 Jun 2021
Information Theoretic Measures for Fairness-aware Feature Selection
S. Khodadadian
M. Nafea
AmirEmad Ghassami
Negar Kiyavash
56
8
0
01 Jun 2021
A Clarification of the Nuances in the Fairness Metrics Landscape
Alessandro Castelnovo
Riccardo Crupi
Greta Greco
D. Regoli
Ilaria Giuseppina Penco
A. Cosentini
FaML
59
192
0
01 Jun 2021
Measuring Model Fairness under Noisy Covariates: A Theoretical Perspective
Flavien Prost
Pranjal Awasthi
Nicholas Blumm
A. Kumthekar
Trevor Potter
Li Wei
Xuezhi Wang
Ed H. Chi
Jilin Chen
Alex Beutel
90
16
0
20 May 2021
Personalized Counterfactual Fairness in Recommendation
Yunqi Li
Hanxiong Chen
Shuyuan Xu
Yingqiang Ge
Yongfeng Zhang
FaML
OffRL
108
146
0
20 May 2021
Equity and Artificial Intelligence in Education: Will "AIEd" Amplify or Alleviate Inequities in Education?
Kenneth Holstein
Shayan Doroudi
63
36
0
27 Apr 2021
Explaining Black-Box Algorithms Using Probabilistic Contrastive Counterfactuals
Sainyam Galhotra
Romila Pradhan
Babak Salimi
CML
105
110
0
22 Mar 2021
Fairness On The Ground: Applying Algorithmic Fairness Approaches to Production Systems
Chloé Bakalar
Renata Barreto
Stevie Bergman
Miranda Bogen
Bobbie Chern
...
J. Simons
Jonathan Tannen
Edmund Tong
Kate Vredenburgh
Jiejing Zhao
FaML
123
28
0
10 Mar 2021
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