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 / 779 papers shown

Title
Differentially Private Representation for NLP: Formal Guarantee and An Empirical Study on Privacy and Fairness Lingjuan Lyu Xuanli He Yitong Li 123 90 0 03 Oct 2020
Quantifying social organization and political polarization in online platforms Isaac Waller Ashton Anderson 94 140 0 01 Oct 2020
CrowS-Pairs: A Challenge Dataset for Measuring Social Biases in Masked Language Models Nikita Nangia Clara Vania Rasika Bhalerao Samuel R. Bowman 161 691 0 30 Sep 2020
Why resampling outperforms reweighting for correcting sampling bias with stochastic gradients Jing An Lexing Ying Yuhua Zhu 114 40 0 28 Sep 2020
Mitigating Gender Bias for Neural Dialogue Generation with Adversarial Learning Haochen Liu Wentao Wang Yiqi Wang Hui Liu Zitao Liu Jiliang Tang 86 71 0 28 Sep 2020
Fair Meta-Learning For Few-Shot Classification Chengli Zhao Changbin Li Jincheng Li Feng Chen FaML 65 26 0 23 Sep 2020
Probabilistic Machine Learning for Healthcare Irene Y. Chen Shalmali Joshi Marzyeh Ghassemi Rajesh Ranganath OOD 74 56 0 23 Sep 2020
Exploring the Linear Subspace Hypothesis in Gender Bias Mitigation Francisco Vargas Ryan Cotterell 97 29 0 20 Sep 2020
Evaluating and Mitigating Bias in Image Classifiers: A Causal Perspective Using Counterfactuals Saloni Dash V. Balasubramanian Amit Sharma CML 76 70 0 17 Sep 2020
GeDi: Generative Discriminator Guided Sequence Generation Ben Krause Akhilesh Deepak Gotmare Bryan McCann N. Keskar Shafiq Joty R. Socher Nazneen Rajani 183 409 0 14 Sep 2020
Alfie: An Interactive Robot with a Moral Compass Cigdem Turan P. Schramowski Constantin Rothkopf Kristian Kersting LM&Ro 22 0 0 11 Sep 2020
Investigating Gender Bias in BERT Rishabh Bhardwaj Navonil Majumder Soujanya Poria 85 108 0 10 Sep 2020
Learning Unbiased Representations via Rényi Minimization Vincent Grari Oualid El Hajouji Sylvain Lamprier Marcin Detyniecki FaML 66 21 0 07 Sep 2020
Adversarial Learning for Counterfactual Fairness Vincent Grari Sylvain Lamprier Marcin Detyniecki FaML 60 23 0 30 Aug 2020
Ethical behavior in humans and machines -- Evaluating training data quality for beneficial machine learning Thilo Hagendorff 30 28 0 26 Aug 2020
Scruples: A Corpus of Community Ethical Judgments on 32,000 Real-Life Anecdotes Nicholas Lourie Ronan Le Bras Yejin Choi 82 125 0 20 Aug 2020
The Language Interpretability Tool: Extensible, Interactive Visualizations and Analysis for NLP Models Ian Tenney James Wexler Jasmijn Bastings Tolga Bolukbasi Andy Coenen ... Ellen Jiang Mahima Pushkarna Carey Radebaugh Emily Reif Ann Yuan VLM 130 196 0 12 Aug 2020
Bias and Discrimination in AI: a cross-disciplinary perspective Xavier Ferrer Tom van Nuenen Jose Such Mark Coté Natalia Criado FaML 48 148 0 11 Aug 2020
Assessing Demographic Bias in Named Entity Recognition Shubhanshu Mishra Sijun He Luca Belli 59 47 0 08 Aug 2020
Discovering and Categorising Language Biases in Reddit Xavier Ferrer Aran Tom van Nuenen Jose Such Natalia Criado 39 49 0 06 Aug 2020
Noise-Response Analysis of Deep Neural Networks Quantifies Robustness and Fingerprints Structural Malware N. Benjamin Erichson D. Taylor Qixuan Wu Michael W. Mahoney AAML 75 13 0 31 Jul 2020
Ethics of Artificial Intelligence in Surgery Frank Rudzicz Raeid Saqur SyDa 10 13 0 28 Jul 2020
Defining and Evaluating Fair Natural Language Generation C. Yeo A. Chen 80 24 0 28 Jul 2020
Word Embeddings: Stability and Semantic Change Lucas Rettenmeier BDL 39 1 0 23 Jul 2020
Towards Debiasing Sentence Representations Paul Pu Liang Irene Li Emily Zheng Y. Lim Ruslan Salakhutdinov Louis-Philippe Morency 106 242 0 16 Jul 2020
Monitoring and explainability of models in production Janis Klaise A. V. Looveren Clive Cox G. Vacanti Alexandru Coca 116 49 0 13 Jul 2020
Ensuring Fairness Beyond the Training Data Debmalya Mandal Samuel Deng Suman Jana Jeannette M. Wing Daniel J. Hsu FaML OOD 88 59 0 12 Jul 2020
Is Machine Learning Speaking my Language? A Critical Look at the NLP-Pipeline Across 8 Human Languages Esma Wali Yan Chen Christopher Mahoney Thomas Middleton M. Babaeianjelodar Mariama Njie Jeanna Neefe Matthews 66 9 0 11 Jul 2020
Algorithmic Fairness in Education René F. Kizilcec Hansol Lee FaML 120 126 0 10 Jul 2020
Cultural Cartography with Word Embeddings Dustin S. Stoltz Marshall A. Taylor 57 39 0 09 Jul 2020
Automatic Detection of Sexist Statements Commonly Used at the Workplace Dylan Grosz Patricia Conde Céspedes 27 37 0 08 Jul 2020
README: REpresentation learning by fairness-Aware Disentangling MEthod Sungho Park D. Kim Sunhee Hwang H. Byun DRL CML 70 18 0 07 Jul 2020
Counterfactual Data Augmentation using Locally Factored Dynamics Silviu Pitis Elliot Creager Animesh Garg BDL OffRL 115 89 0 06 Jul 2020
Participation is not a Design Fix for Machine Learning Mona Sloane Emanuel Moss O. Awomolo Laura Forlano HAI 117 221 0 05 Jul 2020
Facts as Experts: Adaptable and Interpretable Neural Memory over Symbolic Knowledge Pat Verga Haitian Sun Livio Baldini Soares William W. Cohen KELM 102 50 0 02 Jul 2020
OSCaR: Orthogonal Subspace Correction and Rectification of Biases in Word Embeddings Sunipa Dev Tao Li J. M. Phillips Vivek Srikumar 121 55 0 30 Jun 2020
Direct Feedback Alignment Scales to Modern Deep Learning Tasks and Architectures Julien Launay Iacopo Poli Franccois Boniface Florent Krzakala 127 64 0 23 Jun 2020
MDR Cluster-Debias: A Nonlinear WordEmbedding Debiasing Pipeline Yuhao Du K. Joseph 34 3 0 20 Jun 2020
Two Simple Ways to Learn Individual Fairness Metrics from Data Debarghya Mukherjee Mikhail Yurochkin Moulinath Banerjee Yuekai Sun FaML 92 97 0 19 Jun 2020
Fair clustering via equitable group representations Mohsen Abbasi Aditya Bhaskara Suresh Venkatasubramanian FaML FedML 96 87 0 19 Jun 2020
Mitigating Gender Bias in Captioning Systems Ruixiang Tang Mengnan Du Yuening Li Zirui Liu Na Zou Helen Zhou FaML 126 66 0 15 Jun 2020
Fairness in Forecasting and Learning Linear Dynamical Systems Quan-Gen Zhou Jakub Mareˇcek Robert Shorten AI4TS 96 7 0 12 Jun 2020
Group-Fair Online Allocation in Continuous Time Semih Cayci Swati Gupta A. Eryilmaz FaML 63 20 0 11 Jun 2020
Principles to Practices for Responsible AI: Closing the Gap Daniel S. Schiff B. Rakova A. Ayesh Anat Fanti M. Lennon 89 89 0 08 Jun 2020
Detecting Emergent Intersectional Biases: Contextualized Word Embeddings Contain a Distribution of Human-like Biases W. Guo Aylin Caliskan 59 245 0 06 Jun 2020
Higher-Order Explanations of Graph Neural Networks via Relevant Walks Thomas Schnake Oliver Eberle Jonas Lederer Shinichi Nakajima Kristof T. Schütt Klaus-Robert Muller G. Montavon 128 224 0 05 Jun 2020
Nurse is Closer to Woman than Surgeon? Mitigating Gender-Biased Proximities in Word Embeddings Vaibhav Kumar Tenzin Singhay Bhotia Vaibhav Kumar Tanmoy Chakraborty CVBM 84 46 0 02 Jun 2020
Language (Technology) is Power: A Critical Survey of "Bias" in NLP Su Lin Blodgett Solon Barocas Hal Daumé Hanna M. Wallach 159 1,261 0 28 May 2020
MT-Adapted Datasheets for Datasets: Template and Repository Marta R. Costa-jussá Roger Creus Oriol Domingo A. Domínguez Miquel Escobar Cayetana López Marina Garcia Margarita Geleta 72 12 0 27 May 2020
Examining Racial Bias in an Online Abuse Corpus with Structural Topic Modeling Thomas Davidson Debasmita Bhattacharya 62 13 0 26 May 2020