A Taxonomy of Challenges to Curating Fair Datasets

A Taxonomy of Challenges to Curating Fair Datasets

10 June 2024

Dora Zhao

Jerone T. A. Andrews

Georgia Panagiotidou

Kathleen H. Pine

Alice Xiang

Papers citing "A Taxonomy of Challenges to Curating Fair Datasets"

13 / 13 papers shown

Title
Real Risks of Fake Data: Synthetic Data, Diversity-Washing and Consent Circumvention Cedric Deslandes Whitney Justin Norman 14 16 0 03 May 2024
Dialect prejudice predicts AI decisions about people's character, employability, and criminality Valentin Hofmann Pratyusha Kalluri Dan Jurafsky Sharese King 66 38 0 01 Mar 2024
Wikibench: Community-Driven Data Curation for AI Evaluation on Wikipedia Tzu-Sheng Kuo Aaron L Halfaker Zirui Cheng Jiwoo Kim Meng-Hsin Wu Tongshuang Wu Kenneth Holstein Haiyi Zhu 44 19 0 21 Feb 2024
Skin Deep: Investigating Subjectivity in Skin Tone Annotations for Computer Vision Benchmark Datasets Teanna Barrett Quan Ze Chen Amy X. Zhang 19 9 0 15 May 2023
Gender and Racial Bias in Visual Question Answering Datasets Yusuke Hirota Yuta Nakashima Noa Garcia FaML 119 46 0 17 May 2022
Exploring How Machine Learning Practitioners (Try To) Use Fairness Toolkits Wesley Hanwen Deng Manish Nagireddy M. S. Lee Jatinder Singh Zhiwei Steven Wu Kenneth Holstein Haiyi Zhu 31 85 0 13 May 2022
Whose AI Dream? In search of the aspiration in data annotation Ding-wen Wang Shantanu Prabhat Nithya Sambasivan 158 56 0 21 Mar 2022
A Framework for Deprecating Datasets: Standardizing Documentation, Identification, and Communication A. Luccioni Frances Corry H. Sridharan Mike Ananny J. Schultz Kate Crawford 36 28 0 18 Oct 2021
Agreeing to Disagree: Annotating Offensive Language Datasets with Annotators' Disagreement Elisa Leonardelli Stefano Menini Alessio Palmero Aprosio Marco Guerini Sara Tonelli 38 97 0 28 Sep 2021
Mitigating Dataset Harms Requires Stewardship: Lessons from 1000 Papers Kenny Peng Arunesh Mathur Arvind Narayanan 97 92 0 06 Aug 2021
One Label, One Billion Faces: Usage and Consistency of Racial Categories in Computer Vision Zaid Khan Y. Fu 131 51 0 03 Feb 2021
A Survey on Bias and Fairness in Machine Learning Ninareh Mehrabi Fred Morstatter N. Saxena Kristina Lerman Aram Galstyan SyDa FaML 286 4,143 0 23 Aug 2019
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 192 730 0 13 Dec 2018