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Learning Fair Representations via Rate-Distortion Maximization

31 January 2022

Somnath Basu Roy Chowdhury

Snigdha Chaturvedi

FaML

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Papers citing "Learning Fair Representations via Rate-Distortion Maximization"

27 / 27 papers shown

Title
Exploring Safety-Utility Trade-Offs in Personalized Language Models Anvesh Rao Vijjini Somnath Basu Roy Chowdhury Snigdha Chaturvedi 133 9 0 17 Jun 2024
Generative Adversarial Networks Gilad Cohen Raja Giryes GAN 298 30,149 0 01 Mar 2022
Evaluating Debiasing Techniques for Intersectional Biases Shivashankar Subramanian Xudong Han Timothy Baldwin Trevor Cohn Lea Frermann 138 50 0 21 Sep 2021
Adversarial Scrubbing of Demographic Information for Text Classification Somnath Basu Roy Chowdhury Sayan Ghosh Yiyuan Li Junier B. Oliva Shashank Srivastava Snigdha Chaturvedi 68 14 0 17 Sep 2021
OSCaR: Orthogonal Subspace Correction and Rectification of Biases in Word Embeddings Sunipa Dev Tao Li J. M. Phillips Vivek Srikumar 68 55 0 30 Jun 2020
Learning Diverse and Discriminative Representations via the Principle of Maximal Coding Rate Reduction Yaodong Yu Kwan Ho Ryan Chan Chong You Chaobing Song Yi-An Ma SSL 80 197 0 15 Jun 2020
Null It Out: Guarding Protected Attributes by Iterative Nullspace Projection Shauli Ravfogel Yanai Elazar Hila Gonen Michael Twiton Yoav Goldberg 138 388 0 16 Apr 2020
Information-Theoretic Probing with Minimum Description Length Elena Voita Ivan Titov 87 276 0 27 Mar 2020
A Survey on Bias and Fairness in Machine Learning Ninareh Mehrabi Fred Morstatter N. Saxena Kristina Lerman Aram Galstyan SyDa FaML 571 6 0 23 Aug 2019
Inherent Tradeoffs in Learning Fair Representations Han Zhao Geoffrey J. Gordon FaML 55 217 0 19 Jun 2019
A Rate-Distortion Framework for Explaining Neural Network Decisions Jan Macdonald S. Wäldchen Sascha Hauch Gitta Kutyniok 51 39 0 27 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 57 81 0 10 Apr 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 194 460 0 27 Jan 2019
BERT: Pre-training of Deep Bidirectional Transformers for Language Understanding Jacob Devlin Ming-Wei Chang Kenton Lee Kristina Toutanova VLM SSL SSeg 1.8K 95,175 0 11 Oct 2018
Learning Gender-Neutral Word Embeddings Jieyu Zhao Yichao Zhou Zeyu Li Wei Wang Kai-Wei Chang FaML 103 415 0 29 Aug 2018
Adversarial Removal of Demographic Attributes from Text Data Yanai Elazar Yoav Goldberg FaML 109 309 0 20 Aug 2018
Towards Robust and Privacy-preserving Text Representations Yitong Li Timothy Baldwin Trevor Cohn 78 167 0 16 May 2018
Mitigating Unwanted Biases with Adversarial Learning B. Zhang Blake Lemoine Margaret Mitchell FaML 199 1,390 0 22 Jan 2018
Using millions of emoji occurrences to learn any-domain representations for detecting sentiment, emotion and sarcasm Bjarke Felbo A. Mislove Anders Søgaard Iyad Rahwan Sune Lehmann 87 744 0 01 Aug 2017
Controllable Invariance through Adversarial Feature Learning Qizhe Xie Zihang Dai Yulun Du Eduard H. Hovy Graham Neubig OOD 94 293 0 31 May 2017
Demographic Dialectal Variation in Social Media: A Case Study of African-American English Su Lin Blodgett Lisa Green Brendan O'Connor 93 354 0 31 Aug 2016
SimVerb-3500: A Large-Scale Evaluation Set of Verb Similarity D. Gerz Ivan Vulić Felix Hill Roi Reichart Anna Korhonen 89 262 0 02 Aug 2016
Man is to Computer Programmer as Woman is to Homemaker? Debiasing Word Embeddings Tolga Bolukbasi Kai-Wei Chang James Zou Venkatesh Saligrama Adam Kalai CVBM FaML 112 3,150 0 21 Jul 2016
Layer Normalization Jimmy Lei Ba J. Kiros Geoffrey E. Hinton 423 10,531 0 21 Jul 2016
Bag of Tricks for Efficient Text Classification Armand Joulin Edouard Grave Piotr Bojanowski Tomas Mikolov VLM 179 4,630 0 06 Jul 2016
SimLex-999: Evaluating Semantic Models with (Genuine) Similarity Estimation Felix Hill Roi Reichart Anna Korhonen 103 1,303 0 15 Aug 2014
A Universal Part-of-Speech Tagset Slav Petrov Dipanjan Das Ryan T. McDonald 97 1,036 0 11 Apr 2011