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
Measuring Social Bias in Knowledge Graph Embeddings Joseph Fisher Dave Palfrey Christos Christodoulopoulos Arpit Mittal FaML 73 37 0 05 Dec 2019
Recovering from Biased Data: Can Fairness Constraints Improve Accuracy? Avrim Blum Kevin Stangl FaML 69 87 0 02 Dec 2019
Exposing and Correcting the Gender Bias in Image Captioning Datasets and Models Shruti Bhargava David A. Forsyth FaML 75 50 0 02 Dec 2019
Analysis of Explainers of Black Box Deep Neural Networks for Computer Vision: A Survey Vanessa Buhrmester David Münch Michael Arens MLAU FaML XAI AAML 123 369 0 27 Nov 2019
Taking a Stance on Fake News: Towards Automatic Disinformation Assessment via Deep Bidirectional Transformer Language Models for Stance Detection Chris Dulhanty Jason L. Deglint Ibrahim Ben Daya A. Wong 51 22 0 27 Nov 2019
Towards Fairness in Visual Recognition: Effective Strategies for Bias Mitigation Zeyu Wang Klint Qinami Yannis Karakozis Kyle Genova P. Nair Kenji Hata Olga Russakovsky 106 368 0 26 Nov 2019
FairyTED: A Fair Rating Predictor for TED Talk Data Rupam Acharyya Shouman Das Ankani Chattoraj Md. Iftekhar Tanveer 41 12 0 25 Nov 2019
A Causal Inference Method for Reducing Gender Bias in Word Embedding Relations Zekun Yang Juan Feng FaML 60 35 0 25 Nov 2019
Automatically Neutralizing Subjective Bias in Text Reid Pryzant Richard Diehl Martinez Nathan Dass Sadao Kurohashi Dan Jurafsky Diyi Yang 94 179 0 21 Nov 2019
Forbidden knowledge in machine learning -- Reflections on the limits of research and publication Thilo Hagendorff 51 15 0 19 Nov 2019
Jointly De-biasing Face Recognition and Demographic Attribute Estimation Sixue Gong Xiaoming Liu Anil K. Jain CML 113 27 0 19 Nov 2019
Dynamic Modeling and Equilibria in Fair Decision Making Joshua H. Williams J. Zico Kolter FaML 78 14 0 15 Nov 2019
What do you mean, BERT? Assessing BERT as a Distributional Semantics Model Timothee Mickus Denis Paperno Mathieu Constant Kees van Deemter 86 46 0 13 Nov 2019
Fair Adversarial Gradient Tree Boosting Vincent Grari Boris Ruf Sylvain Lamprier Marcin Detyniecki FaML 66 34 0 13 Nov 2019
Queens are Powerful too: Mitigating Gender Bias in Dialogue Generation Emily Dinan Angela Fan Adina Williams Jack Urbanek Douwe Kiela Jason Weston 133 209 0 10 Nov 2019
Predictive Biases in Natural Language Processing Models: A Conceptual Framework and Overview Deven Santosh Shah H. Andrew Schwartz Dirk Hovy AI4CE 134 261 0 09 Nov 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 101 41 0 09 Nov 2019
Reducing Sentiment Bias in Language Models via Counterfactual Evaluation Po-Sen Huang Huan Zhang Ray Jiang Robert Stanforth Johannes Welbl Jack W. Rae Vishal Maini Dani Yogatama Pushmeet Kohli 109 217 0 08 Nov 2019
Practical Compositional Fairness: Understanding Fairness in Multi-Component Recommender Systems Xuezhi Wang Nithum Thain Anu Sinha Flavien Prost Ed H. Chi Jilin Chen Alex Beutel FaML CoGe 58 1 0 05 Nov 2019
Assessing Social and Intersectional Biases in Contextualized Word Representations Y. Tan Elisa Celis FaML 116 230 0 04 Nov 2019
Probabilistic Bias Mitigation in Word Embeddings Hailey James David Alvarez-Melis 37 4 0 31 Oct 2019
What is Fair? Exploring Pareto-Efficiency for Fairness Constrained Classifiers Ananth Balashankar Alyssa Lees Chris Welty L. Subramanian 85 21 0 30 Oct 2019
Toward Gender-Inclusive Coreference Resolution Yang Trista Cao Hal Daumé 100 145 0 30 Oct 2019
Privacy Enhanced Multimodal Neural Representations for Emotion Recognition Mimansa Jaiswal E. Provost 111 76 0 29 Oct 2019
Man is to Person as Woman is to Location: Measuring Gender Bias in Named Entity Recognition Ninareh Mehrabi Thamme Gowda Fred Morstatter Nanyun Peng Aram Galstyan 93 58 0 24 Oct 2019
Does Gender Matter? Towards Fairness in Dialogue Systems Haochen Liu Jamell Dacon Wenqi Fan Hui Liu Zitao Liu Jiliang Tang 163 144 0 16 Oct 2019
Constrained Non-Affine Alignment of Embeddings Yuwei Wang Yan Zheng Yanqing Peng Chin-Chia Michael Yeh Zhongfang Zhuang Das Mahashweta Bendre Mangesh Feifei Li Wei Zhang J. M. Phillips 71 3 0 13 Oct 2019
Perturbation Sensitivity Analysis to Detect Unintended Model Biases Vinodkumar Prabhakaran Ben Hutchinson Margaret Mitchell 77 119 0 09 Oct 2019
Interpretations are useful: penalizing explanations to align neural networks with prior knowledge Laura Rieger Chandan Singh W. James Murdoch Bin Yu FAtt 111 215 0 30 Sep 2019
MONET: Debiasing Graph Embeddings via the Metadata-Orthogonal Training Unit John Palowitch Bryan Perozzi 76 20 0 25 Sep 2019
Empirical Analysis of Multi-Task Learning for Reducing Model Bias in Toxic Comment Detection Ameya Vaidya Feng Mai Yue Ning 169 21 0 21 Sep 2019
A General Framework for Implicit and Explicit Debiasing of Distributional Word Vector Spaces Anne Lauscher Goran Glavaš Simone Paolo Ponzetto Ivan Vulić 87 64 0 13 Sep 2019
Investigating Sports Commentator Bias within a Large Corpus of American Football Broadcasts Jack Merullo Luke Yeh Abram Handler Alvin Grissom II Brendan O'Connor Mohit Iyyer 91 19 0 07 Sep 2019
Examining Gender Bias in Languages with Grammatical Gender Pei Zhou Weijia Shi Jieyu Zhao Kuan-Hao Huang Muhao Chen Ryan Cotterell Kai-Wei Chang 82 106 0 05 Sep 2019
The Woman Worked as a Babysitter: On Biases in Language Generation Emily Sheng Kai-Wei Chang Premkumar Natarajan Nanyun Peng 298 651 0 03 Sep 2019
It's All in the Name: Mitigating Gender Bias with Name-Based Counterfactual Data Substitution Rowan Hall Maudslay Hila Gonen Ryan Cotterell Simone Teufel 82 172 0 02 Sep 2019
Understanding Bias in Machine Learning Jindong Gu Daniela Oelke AI4CE FaML 41 22 0 02 Sep 2019
Rotate King to get Queen: Word Relationships as Orthogonal Transformations in Embedding Space Kawin Ethayarajh LLMSV 64 13 0 02 Sep 2019
Unlearn Dataset Bias in Natural Language Inference by Fitting the Residual He He Sheng Zha Haohan Wang 88 200 0 28 Aug 2019
On Measuring and Mitigating Biased Inferences of Word Embeddings Sunipa Dev Tao Li J. M. Phillips Vivek Srikumar 107 174 0 25 Aug 2019
Fairness in Deep Learning: A Computational Perspective Mengnan Du Fan Yang Na Zou Helen Zhou FaML FedML 66 235 0 23 Aug 2019
Gender Representation in French Broadcast Corpora and Its Impact on ASR Performance Mahault Garnerin Solange Rossato Laurent Besacier 69 52 0 23 Aug 2019
A Survey on Bias and Fairness in Machine Learning Ninareh Mehrabi Fred Morstatter N. Saxena Kristina Lerman Aram Galstyan SyDa FaML 607 4,430 0 23 Aug 2019
Understanding Undesirable Word Embedding Associations Kawin Ethayarajh David Duvenaud Graeme Hirst FaML 71 125 0 18 Aug 2019
Temporal Analysis of Reddit Networks via Role Embeddings Siobhán Grayson Derek Greene 19 2 0 14 Aug 2019
Learning Credible Deep Neural Networks with Rationale Regularization Mengnan Du Ninghao Liu Fan Yang Helen Zhou FaML 103 46 0 13 Aug 2019
Debiasing Embeddings for Reduced Gender Bias in Text Classification Flavien Prost Nithum Thain Tolga Bolukbasi FaML 78 50 0 07 Aug 2019
Visualizing RNN States with Predictive Semantic Encodings Lindsey Sawatzky Steven Bergner F. Popowich 47 6 0 01 Aug 2019
Covering up bias in CelebA-like datasets with Markov blankets: A post-hoc cure for attribute prior avoidance Vinay Uday Prabhu Dian Ang Yap Alexander Wang John Whaley CML 32 6 0 22 Jul 2019
Metamorphic Testing of a Deep Learning based Forecaster Anurag Dwarakanath Manish Ahuja Sanjay Podder Silja Vinu Arijit Naskar M. Koushik AI4TS 45 9 0 13 Jul 2019