Man is to Computer Programmer as Woman is to Homemaker? Debiasing Word Embeddings

21 July 2016

Adam Kalai

Papers citing "Man is to Computer Programmer as Woman is to Homemaker? Debiasing Word Embeddings"

50 / 778 papers shown

Title
Lipstick on a Pig: Debiasing Methods Cover up Systematic Gender Biases in Word Embeddings But do not Remove Them Hila Gonen Yoav Goldberg 142 571 0 09 Mar 2019
Copying Machine Learning Classifiers Irene Unceta Jordi Nin O. Pujol 96 18 0 05 Mar 2019
SECNLP: A Survey of Embeddings in Clinical Natural Language Processing Katikapalli Subramanyam Kalyan S. Sangeetha 82 83 0 04 Mar 2019
Adversarial Training for Satire Detection: Controlling for Confounding Variables R. McHardy Heike Adel Roman Klinger 83 32 0 28 Feb 2019
Contextual Word Representations: A Contextual Introduction Noah A. Smith 64 34 0 15 Feb 2019
Humor in Word Embeddings: Cockamamie Gobbledegook for Nincompoops Limor Gultchin Genevieve Patterson N. Baym Nathaniel Swinger Adam Tauman Kalai 23 12 0 08 Feb 2019
Implicit Diversity in Image Summarization L. E. Celis Vijay Keswani 110 35 0 29 Jan 2019
Analogies Explained: Towards Understanding Word Embeddings Carl Allen Timothy M. Hospedales 94 144 0 28 Jan 2019
Fairness in representation: quantifying stereotyping as a representational harm Mohsen Abbasi Sorelle A. Friedler C. Scheidegger Suresh Venkatasubramanian 64 51 0 28 Jan 2019
Bias in Bios: A Case Study of Semantic Representation Bias in a High-Stakes Setting Maria De-Arteaga Alexey Romanov Hanna M. Wallach J. Chayes C. Borgs Alexandra Chouldechova S. Geyik K. Kenthapadi Adam Tauman Kalai 212 466 0 27 Jan 2019
Fair k-Center Clustering for Data Summarization Matthäus Kleindessner Pranjal Awasthi Jamie Morgenstern 113 165 0 24 Jan 2019
Attenuating Bias in Word Vectors Sunipa Dev J. M. Phillips FaML 79 151 0 23 Jan 2019
Identifying and Correcting Label Bias in Machine Learning Heinrich Jiang Ofir Nachum FaML 104 285 0 15 Jan 2019
Equalizing Gender Biases in Neural Machine Translation with Word Embeddings Techniques Joel Escudé Font Marta R. Costa-jussá 82 170 0 10 Jan 2019
Feature-Wise Bias Amplification Klas Leino Emily Black Matt Fredrikson S. Sen Anupam Datta FaML 102 47 0 21 Dec 2018
What are the biases in my word embedding? Nathaniel Swinger Maria De-Arteaga IV NeilThomasHeffernan Mark D. M. Leiserson Adam Tauman Kalai 85 104 0 20 Dec 2018
Improving fairness in machine learning systems: What do industry practitioners need? Kenneth Holstein Jennifer Wortman Vaughan Hal Daumé Miroslav Dudík Hanna M. Wallach FaML HAI 282 780 0 13 Dec 2018
What Are You Hiding? Algorithmic Transparency and User Perceptions Aaron Springer S. Whittaker 19 14 0 07 Dec 2018
Are All Training Examples Created Equal? An Empirical Study Kailas Vodrahalli Ke Li Jitendra Malik 59 61 0 30 Nov 2018
Measuring Depression Symptom Severity from Spoken Language and 3D Facial Expressions Albert Haque Michelle Guo Adam S. Miner Li Fei-Fei 46 112 0 21 Nov 2018
Explicit Bias Discovery in Visual Question Answering Models Varun Manjunatha Nirat Saini L. Davis CML FAtt 69 93 0 19 Nov 2018
Bayesian Modeling of Intersectional Fairness: The Variance of Bias James R. Foulds Rashidul Islam Kamrun Naher Keya Shimei Pan 68 41 0 18 Nov 2018
Progressive Disclosure: Designing for Effective Transparency Aaron Springer Ling Huang 65 16 0 06 Nov 2018
"I had a solid theory before but it's falling apart": Polarizing Effects of Algorithmic Transparency Aaron Springer S. Whittaker 34 6 0 06 Nov 2018
Crowdsourcing with Fairness, Diversity and Budget Constraints Naman Goel Boi Faltings FaML 87 20 0 31 Oct 2018
The Frontiers of Fairness in Machine Learning Alexandra Chouldechova Aaron Roth FaML 205 416 0 20 Oct 2018
Conceptual Organization is Revealed by Consumer Activity Patterns Adam N. Hornsby T. Evans Peter S. Riefer Rosie Prior Bradley C. Love 26 13 0 19 Oct 2018
Systematic Biases in Link Prediction: comparing heuristic and graph embedding based methods Aakash Sinha Rémy Cazabet Rémi Vaudaine 18 9 0 11 Oct 2018
The Profiling Machine: Active Generalization over Knowledge Filip Ilievski Eduard H. Hovy Qizhe Xie Piek Vossen HAI 23 1 0 01 Oct 2018
Deep Learning in Information Security S. Thaler Vlado Menkovski M. Petković 63 10 0 12 Sep 2018
Assessing Gender Bias in Machine Translation -- A Case Study with Google Translate Marcelo O. R. Prates Pedro H. C. Avelar Luís C. Lamb 88 351 0 06 Sep 2018
Learning Gender-Neutral Word Embeddings Jieyu Zhao Yichao Zhou Zeyu Li Wei Wang Kai-Wei Chang FaML 140 417 0 29 Aug 2018
Reducing Gender Bias in Abusive Language Detection Ji Ho Park Jamin Shin Pascale Fung FaML 113 341 0 22 Aug 2018
Adversarial Removal of Demographic Attributes from Text Data Yanai Elazar Yoav Goldberg FaML 117 309 0 20 Aug 2018
Gender Bias in Neural Natural Language Processing Kaiji Lu Piotr (Peter) Mardziel Fangjing Wu Preetam Amancharla Anupam Datta 121 362 0 31 Jul 2018
An Intersectional Definition of Fairness James R. Foulds Rashidul Islam Kamrun Naher Keya Shimei Pan FaML 75 191 0 22 Jul 2018
Women also Snowboard: Overcoming Bias in Captioning Models (Extended Abstract) Lisa Anne Hendricks Kaylee Burns Kate Saenko Trevor Darrell Anna Rohrbach 139 480 0 02 Jul 2018
xGEMs: Generating Examplars to Explain Black-Box Models Shalmali Joshi Oluwasanmi Koyejo Been Kim Joydeep Ghosh MLAU 75 40 0 22 Jun 2018
Biased Embeddings from Wild Data: Measuring, Understanding and Removing Adam Sutton Thomas Lansdall-Welfare N. Cristianini 63 23 0 16 Jun 2018
POTs: Protective Optimization Technologies B. Kulynych R. Overdorf Carmela Troncoso Seda F. Gürses 115 97 0 07 Jun 2018
Importance Weighted Generative Networks M. Diesendruck Ethan R. Elenberg Rajat Sen G. W. Cole Sanjay Shakkottai Sinead Williamson GAN 83 16 0 07 Jun 2018
Causal Interventions for Fairness Matt J. Kusner Chris Russell Joshua R. Loftus Ricardo M. A. Silva FaML 133 14 0 06 Jun 2018
FairGAN: Fairness-aware Generative Adversarial Networks Depeng Xu Shuhan Yuan Lu Zhang Xintao Wu GAN 146 315 0 28 May 2018
Neural language representations predict outcomes of scientific research James P. Bagrow Daniel Berenberg Josh Bongard 27 0 0 17 May 2018
Causal Reasoning for Algorithmic Fairness Joshua R. Loftus Chris Russell Matt J. Kusner Ricardo M. A. Silva FaML CML 86 129 0 15 May 2018
Examining Gender and Race Bias in Two Hundred Sentiment Analysis Systems S. Kiritchenko Saif M. Mohammad FaML 92 442 0 11 May 2018
Behavior Analysis of NLI Models: Uncovering the Influence of Three Factors on Robustness V. Carmona Jeff Mitchell Sebastian Riedel 86 44 0 11 May 2018
Gender Bias in Coreference Resolution Rachel Rudinger Jason Naradowsky Brian Leonard Benjamin Van Durme 120 646 0 25 Apr 2018
Gender Bias in Coreference Resolution: Evaluation and Debiasing Methods Jieyu Zhao Tianlu Wang Mark Yatskar Vicente Ordonez Kai-Wei Chang 141 946 0 18 Apr 2018
Generating Clues for Gender based Occupation De-biasing in Text Nishtha Madaan Gautam Singh S. Mehta Aditya Chetan Brihi Joshi AI4CE 58 4 0 11 Apr 2018