Bias in Bios: A Case Study of Semantic Representation Bias in a
High-Stakes Setting

Bias in Bios: A Case Study of Semantic Representation Bias in a High-Stakes Setting

27 January 2019

Maria De-Arteaga

Hanna M. Wallach

Alexandra Chouldechova

Adam Tauman Kalai

Papers citing "Bias in Bios: A Case Study of Semantic Representation Bias in a High-Stakes Setting"

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Title
Bias in Multimodal AI: Testbed for Fair Automatic Recruitment Alejandro Peña Ignacio Serna Aythami Morales Julian Fierrez 30 56 0 15 Apr 2020
CheXclusion: Fairness gaps in deep chest X-ray classifiers Laleh Seyyed-Kalantari Guanxiong Liu Matthew B. A. McDermott Irene Y. Chen Marzyeh Ghassemi OOD 37 285 0 14 Feb 2020
Bias Remediation in Driver Drowsiness Detection systems using Generative Adversarial Networks Mkhuseli Ngxande J. Tapamo Michael G. Burke 35 38 0 10 Dec 2019
Towards Understanding Gender Bias in Relation Extraction Andrew Gaut Tony Sun Shirlyn Tang Yuxin Huang Jing Qian ... Jieyu Zhao Diba Mirza E. Belding Kai-Wei Chang William Yang Wang FaML 33 40 0 09 Nov 2019
Perturbation Sensitivity Analysis to Detect Unintended Model Biases Vinodkumar Prabhakaran Ben Hutchinson Margaret Mitchell 22 117 0 09 Oct 2019
Learning to Deceive with Attention-Based Explanations Danish Pruthi Mansi Gupta Bhuwan Dhingra Graham Neubig Zachary Chase Lipton 27 193 0 17 Sep 2019
Debiasing Embeddings for Reduced Gender Bias in Text Classification Flavien Prost Nithum Thain Tolga Bolukbasi FaML 24 50 0 07 Aug 2019
Racial Bias in Hate Speech and Abusive Language Detection Datasets Thomas Davidson Debasmita Bhattacharya Ingmar Weber 36 452 0 29 May 2019
ESA: Entity Summarization with Attention Dongjun Wei Yaxin Liu Fuqing Zhu Liangjun Zang Wei Zhou Jizhong Han Songlin Hu 22 13 0 25 May 2019
What's in a Name? Reducing Bias in Bios without Access to Protected Attributes Alexey Romanov Maria De-Arteaga Hanna M. Wallach J. Chayes C. Borgs Alexandra Chouldechova S. Geyik K. Kenthapadi Anna Rumshisky Adam Tauman Kalai 24 80 0 10 Apr 2019