On the Nature of Bias Percolation: Assessing Multiaxial Collaboration in Human-AI Systems

Andi Peng, Besmira Nushi, Kori Inkpen, Emre Kiciman, Ece Kamar

Designing for Digital Agency: Equity Perspectives and AI in K-12 Education

Ariam Mogos, Laura McBain, Carissa Carter, Megan Stariha, Lisa Kay Solomon

Measuring Social Biases of Crowd Workers using Counterfactual Queries

Bhavya Ghai, Q. Vera Liao, Yunfeng Zhang, Klaus Mueller

Getting Fairness Right: Towards a Toolbox for Practitioners

Boris Ruf, Chaouki Boutharouite, Marcin Detyniecki

A Call for Universities to Develop Requirements for Community Engagement in AI Research

Emily Black, Joshua Williams, Michael Madaio, Priya Donti

Learning to Diversify from Human Judgments: Research Directions and Open Challenges

Emily Denton, Hansa Srinivasan, Dylan Baker, Jilin Chen, Alex Beutel, Tulsee Doshi, Ed H. Chi

A Human in the Loop is Not Enough: The Need for Human-Subject Experiments in Facial Recognition

Forough Poursabzi-Sangdeh, Samira Samadi, Jennifer Wortman Vaughan, Hanna Wallach

Responsible AI and Its Stakeholders

Gabriel Lima, Meeyoung Cha

Fair and Responsible AI: A Focus on the Ability to Contest

Henrietta Lyons, Eduardo Velloso, Tim Miller

Your AI Boss Says, "You are Fired, but Your Colleague Got Promoted!"

Hyanghee Park, Daehwan Ahn, Kartik Hosanagar, Joonhwan Lee

Exploring User Opinions of Fairness in Recommender Systems

Jessie Smith, Nasim Sonboli, Casey Fiesler, Robin Burke

Evidence-based Explanation to Promote Fairness in AI Systems

Juliana Jansen Ferreira, Mateus de Souza Monteiro

Participatory Problem Formulation for Fairer Machine Learning Through Community Based System Dynamics

Donald Martin Jr., Vinodkumar Prabhakaran, Jill Kuhlberg, Andrew Smart, William S. Issac

Need for Organizational Performance Metrics to Support Fairness in AI

Michael A. Madaio, Luke Stark, Jennifer Wortman Vaughan, Hanna Wallach

What Do Users Want in an Explanation?: User Preferences for AI Explainability in Context-Aware Systems

Morteza Behrooz, Julia Haines, Marco Zamarato, Paige Pritchard, Andrew Smart

Lessons from the Deployment of an Algorithmic Tool in Child Welfare

Riccardo Fogliato, Maria De-Arteaga, Alexandra Chouldechova

Trust Evolution Over Time in Explainable AI for Fake News Detection

Sina Mohseni, Fan Yang, Shiva Pentyala, Mengnan Du, Yi Liu, Nic Lupfer, Xia Hu, Shuiwang Ji, Eric Ragan

Harnessing Explanations to Bridge AI and Humans

Vivian Lai, Samuel Carton, Chenhao Tan

AI-Mediated Exchange Theory

Xiao Ma, Taylor W. Brown


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