Workshop
HCAI@NeurIPS 2022, Human Centered AI
Michael Muller · Plamen P Angelov · Hal Daumé III · Shion Guha · Q.Vera Liao · Nuria Oliver · David Piorkowski
Virtual
Fri 9 Dec, 5 a.m. PST
Chat is not available.
Timezone: America/Los_Angeles
Schedule
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Fri 5:00 a.m. - 5:15 a.m.
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Welcome
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Introduction
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SlidesLive Video |
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Fri 5:15 a.m. - 5:30 a.m.
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Keynote 1: Living with AI. Joonhwan Lee, Seoul National University, South Korea.
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Keynote
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SlidesLive Video |
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Fri 5:30 a.m. - 5:35 a.m.
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Discussion
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Discussion
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Fri 5:34 a.m. - 5:35 a.m.
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Panel 1: Explainable AI (XAI)
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Panel
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Fri 5:35 a.m. - 5:40 a.m.
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Closing the Creator-Consumer Gap in XAI: A Call for Participatory XAI Design with End-users. Sunnie S. Y. Kim, Elizabeth Anne Watkins, Olga Russakovsky, Ruth Fong, Andres Monroy-Hernandez
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Panel Speaker
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SlidesLive Video |
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Fri 5:40 a.m. - 5:45 a.m.
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Rethinking Explainability as a Dialogue: A Practitioner's Perspective. Dylan Z Slack, Satyapriya Krishna, Himabindu Lakkaraju, Sameer Singh
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Panel Speaker
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SlidesLive Video |
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Fri 5:45 a.m. - 5:50 a.m.
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A Thematic Comparison of Human and AI Explanations of Sexism Assessment. Sharon Ferguson, Paula Akemi Aoyagui, Rohan Alexander, Anastasia Kuzminykh
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Panel Speaker
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SlidesLive Video |
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Fri 5:50 a.m. - 5:55 a.m.
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Discussion
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Discussion
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SlidesLive Video |
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Fri 5:55 a.m. - 6:10 a.m.
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Keynote 2: Human-Centered Co-Creative AI: From Inspirational to Responsible AI. Mary Lou Maher, University of North Carolina Charlotte, US.
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Keynote
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SlidesLive Video |
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Fri 6:10 a.m. - 6:15 a.m.
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Discussion
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Discussion
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Fri 6:14 a.m. - 6:15 a.m.
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Panel 2: Large Models
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Panel
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Fri 6:15 a.m. - 6:20 a.m.
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User and Technical Perspectives of Controllable Code Generation. Stephanie Houde, Vignesh Radhakrishna, Praneeth Reddy, Juie Darwade, Haoran Hu, Kalpesh Krishna, Mayank Agarwal, Kartik Talamadupula, Justin D. Weisz
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Panel Speaker
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SlidesLive Video |
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Fri 6:20 a.m. - 6:25 a.m.
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Towards an Understanding of Human-AI Interaction in Prompt-Based Co-Creative Systems. Atefeh Mahdavi Goloujeh, Anne Sullivan, Brian Magerko
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Panel Speaker
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SlidesLive Video |
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Fri 6:25 a.m. - 6:30 a.m.
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Towards End-User Prompt Engineering: Lessons From an LLM-based Chatbot Design Tool. J.D. Zamfirescu-Pereira, Richmond Wong, Bjorn Hartmann, Qian Yang
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Panel Speaker
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SlidesLive Video |
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Fri 6:30 a.m. - 6:35 a.m.
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Discussion
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Discussion
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SlidesLive Video |
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Fri 6:35 a.m. - 6:45 a.m.
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short break
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Fri 6:44 a.m. - 6:45 a.m.
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Panel 3: Creativity + Collaboration
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Panel
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Fri 6:45 a.m. - 6:50 a.m.
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The Need for Explainability in AI-Based Creativity Support Tools. Antonios Liapis, Jichen Zhu
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Panel Speaker
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SlidesLive Video |
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Fri 6:50 a.m. - 6:55 a.m.
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Quantitatively Assessing Explainability in Collaborative Computational Co-Creativity. Michael Paul Clemens, Rogelio Enrique Cardona-Rivera, Courtney Rogers
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Panel Speaker
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SlidesLive Video |
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Fri 6:55 a.m. - 7:00 a.m.
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Embodied Socio-cognitive Reframing of Computational Co-Creativity. Manoj Deshpande, Brian Magerko
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Panel Speaker
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SlidesLive Video |
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Fri 7:00 a.m. - 7:05 a.m.
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Discussion
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Discussion
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SlidesLive Video |
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Fri 7:05 a.m. - 7:20 a.m.
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Keynote 3: Independent Community Rooted AI Research. Timnit Gebru, DAIR, US.
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Keynote
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SlidesLive Video |
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Fri 7:20 a.m. - 7:25 a.m.
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Discussion
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Discussion
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Fri 7:24 a.m. - 7:25 a.m.
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Panel 4: Values + Participation
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Panel
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Fri 7:25 a.m. - 7:30 a.m.
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Beyond Safety: Toward a Value-Sensitive Approach to the Design of AI Systems. Alexander J. Fiannaca, Cynthia L. Bennett, Shaun Kane, Meredith Ringel Morris
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Panel Speaker
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SlidesLive Video |
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Fri 7:30 a.m. - 7:35 a.m.
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Participation Interfaces for Human-Centered AI. Sean McGregor
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Panel Speaker
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SlidesLive Video |
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Fri 7:35 a.m. - 7:40 a.m.
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Expansive Participatory AI: Supporting Dreaming within Inequitable Institutions. Shiran Dudy
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Panel Speaker
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SlidesLive Video |
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Fri 7:40 a.m. - 7:45 a.m.
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Discussion
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Discussion
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SlidesLive Video |
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Fri 7:45 a.m. - 8:15 a.m.
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meal break
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Fri 8:15 a.m. - 8:30 a.m.
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Keynote 4: Designing AI Systems for Digital Well-Being. Asia Biega, Max Planck Institute for Security and Privacy (MPI-SP), Germany.
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Keynote
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SlidesLive Video |
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Fri 8:30 a.m. - 8:35 a.m.
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Discussion
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Discussion
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Fri 8:34 a.m. - 8:35 a.m.
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Panel 5: Social Good + Human Wellbeing
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Panel
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Fri 8:35 a.m. - 8:40 a.m.
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Statelessness in Asylum Data ‚Äì A Human-Centered Perspective on Outliers. Kristin Kaltenhauser, Naja Møller
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Panel Speaker
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SlidesLive Video |
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Fri 8:40 a.m. - 8:45 a.m.
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Another Horizon for Human-Centered AI: An Inspiration to Live Well. Julian Posada
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Panel Speaker
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SlidesLive Video |
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Fri 8:45 a.m. - 8:50 a.m.
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A Future for AI Governance Systems beyond Predictions. Devansh Saxena, Erina Moon, Shion Guha
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Panel Speaker
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SlidesLive Video |
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Fri 8:50 a.m. - 8:55 a.m.
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Discussion
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Discussion
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Fri 8:55 a.m. - 9:10 a.m.
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Keynote 5: Building human-centric AI systems: thoughts on user agency, transparency and trust. Fernanda Viegas, Google and Harvard University, US.
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Keynote
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SlidesLive Video |
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Fri 9:10 a.m. - 9:15 a.m.
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Discussion
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Discussion
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Fri 9:14 a.m. - 9:15 a.m.
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Panel 6: Users
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Panel
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Fri 9:15 a.m. - 9:20 a.m.
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(Re)Defining Expertise in Machine Learning Development. Mark Diaz, Angela Smith
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Panel Speaker
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SlidesLive Video |
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Fri 9:20 a.m. - 9:25 a.m.
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A Human-Capabilities Orientation for Human-AI Interaction Design. Sean Koon
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Panel Speaker
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SlidesLive Video |
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Fri 9:25 a.m. - 9:30 a.m.
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(De)Noise: Moderating the Inconsistency of Human Decisions. Junaid Ali, Nina Grgic-Hlaca, Krishna P. Gummadi, Jennifer Wortman Vaughan
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Panel Speaker
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SlidesLive Video |
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Fri 9:30 a.m. - 9:35 a.m.
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Discussion
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Discussion
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Fri 9:35 a.m. - 10:35 a.m.
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Posters (full list appears below)
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Poster
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Fri 10:35 a.m. - 10:45 a.m.
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short break
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Fri 10:44 a.m. - 10:45 a.m.
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Panel 7: Critical
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Panel
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🔗 |
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Fri 10:45 a.m. - 10:50 a.m.
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Supporting Qualitative Coding with Machine-in-the-loop. Matthew K Hong, Francine Chen, Yan-Ying Chen, Matt Klenk
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Panel Speaker
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SlidesLive Video |
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Fri 10:50 a.m. - 10:55 a.m.
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Today we talk to the machine'' - Unveiling data for providing micro-credit loans using conversational systems. Heloisa Candello, Emilio Vital Brazil, Rogerio De Paula, Cassia Sanctos, Marcelo Grave, Gabriel Soella, Marina Ito, Adinan Brito Filho
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Panel Speaker
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SlidesLive Video |
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Fri 10:55 a.m. - 11:00 a.m.
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Towards Multi-faceted Human-centered AI. Sajjadur Rahman, Hannah Kim, Dan Zhang, Estevam Hruschka, Eser Kandogan
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Panel Speaker
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SlidesLive Video |
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Fri 11:00 a.m. - 11:05 a.m.
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Discussion
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Discussion
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SlidesLive Video |
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Fri 11:05 a.m. - 11:20 a.m.
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Keynote 6: Why HCAI Needs the Humanities. Lauren Klein, Emory University, US.
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Keynote
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SlidesLive Video |
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Fri 11:20 a.m. - 11:25 a.m.
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Discussion
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Discussion
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Fri 11:24 a.m. - 11:25 a.m.
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Panel 8: Data Work
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Panel
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Fri 11:25 a.m. - 11:30 a.m.
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Labeling instructions matter in biomedical image analysis. An annotator-centric perspective. Tim Rädsch, Annika Reinke, Vivienn Weru, Minu D. Tizabi, Nicholas Schreck, A. Emre Kavur, Bünyamin Pekdemir, Tobias Roß, Annette Kopp-Schneider, Lena Maier-Hei
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Panel Speaker
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SlidesLive Video |
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Fri 11:30 a.m. - 11:35 a.m.
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Ground(less) Truth: The Problem with Proxy Outcomes in Human-AI Decision-Making. Luke Guerdan, Amanda Lee Coston, Steven Wu, Ken Holstein
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Panel Speaker
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SlidesLive Video |
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Fri 11:35 a.m. - 11:40 a.m.
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Human-centered Proposition for Structuring Data Construction. Cheul Young Park, Inha Cha, Juhyun Oh
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Panel Speaker
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SlidesLive Video |
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Fri 11:40 a.m. - 11:45 a.m.
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Discussion
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Discussion
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SlidesLive Video |
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Fri 11:45 a.m. - 12:00 p.m.
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Conclusion
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Closing
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SlidesLive Video |
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Towards a Human-Centered Approach for Automating Data Science ( Poster ) > link | Ana Crisan · Lars Kotthoff · Marc Streit · Kai Xu 🔗 |
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Is It Really Useful?: An Observation Study of How Designers Use CLIP-based Image Generation For Moodboards ( Poster ) > link | Seungho Baek · Hyerin Im · Uran Oh · Youn-kyung Lim · Tak Yeon Lee 🔗 |
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Explainable Representations of Human Interaction: Engagement Recognition model with Video Augmentation ( Poster ) > link | Yubin Kim · Hae Park · Sharifa Alghowinem 🔗 |
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Trust Explanations to Do What They Say ( Poster ) > link | Neil Natarajan · Reuben Binns · Jun Zhao · Nigel Shadbolt 🔗 |
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Towards Companion Recommendation Systems ( Poster ) > link | Konstantina Christakopoulou · Yuyan Wang · Ed Chi · MINMIN CHEN 🔗 |
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Generation Probabilities are Not Enough: Improving Error Highlighting for AI Code Suggestions ( Poster ) > link | Helena Vasconcelos · Gagan Bansal · Adam Fourney · Q.Vera Liao · Jennifer Wortman Vaughan 🔗 |
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Values Shape Optimizers Shape Values ( Poster ) > link | Joe Kwon 🔗 |
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Exploring Human-AI Collaboration for Fair Algorithmic Hiring ( Poster ) > link | Hyun Joo Shin · Anqi Liu 🔗 |
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Revisiting Value Alignment Through the Lens of Human-Aware AI ( Poster ) > link | Sarath Sreedharan · Subbarao Kambhampati 🔗 |
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Human-AI Co-Creation of Personas and Characters with Text-Generative Models ( Poster ) > link | Toshali Goel · Orit Shaer 🔗 |
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Human-Centered Algorithmic Decision-Making in Higher Education ( Poster ) > link | Kelly McConvey · Anastasia Kuzminykh · Shion Guha 🔗 |
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Social Construction of XAI: Do We Need One Definition to Rule Them All? ( Poster ) > link | Upol Ehsan · Mark Riedl 🔗 |
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Science Communications for Explainable AI (XAI) ( Poster ) > link | Simon Hudson · Matija Franklin 🔗 |
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Beyond Decision Recommendations: Stop Putting Machine Learning First and Design Human-Centered AI for Decision Support ( Poster ) > link | Zana Bucinca · Alexandra Chouldechova · Jennifer Wortman Vaughan · Krzysztof Z Gajos 🔗 |
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Indexing AI Risks with Incidents, Issues, and Variants ( Poster ) > link | Sean McGregor · Kevin Paeth · Khoa Lam 🔗 |
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Towards Better User Requirements: How to Involve Human Participants in XAI Research ( Poster ) > link | Thu Nguyen · Jichen Zhu 🔗 |
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Feature-Level Synthesis of Human and ML Insights ( Poster ) > link | Isaac Lage · Sonali Parbhoo · Finale Doshi-Velez 🔗 |
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High-stakes team based public sector decision making and AI oversight ( Poster ) > link | Deborah Morgan · Vincent Straub · Youmna Hashem · Jonathan Bright 🔗 |
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The Role of Labor Force Characteristics and Organizational Factors in Human-AI Interaction ( Poster ) > link | Lingwei Cheng · Alexandra Chouldechova 🔗 |
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The Challenges and Opportunities in Overcoming Algorithm Aversion in Human-AI Collaboration ( Poster ) > link | Lingwei Cheng · Alexandra Chouldechova 🔗 |
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Pragmatic AI Explanations ( Poster ) > link | Shi Feng · Chenhao Tan 🔗 |
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Accuracy Is Not All You Need ( Poster ) > link | David Piorkowski · Rachel Ostrand · Yara Rizk · Vatche Ishagian · Vinod Muthusamy · Justin D Weisz 🔗 |
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Honesty as the Primary Design Guidelineof Machine Learning User Interfaces ( Poster ) > link | Claudio Pinhanez 🔗 |
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Data Issues Challenging AI Performance in Diagnostic Medicine and Patient Management ( Poster ) > link | Mohammad Hossein Jarrahi · Mohammad Haeri · Chris Lenhardt 🔗 |
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Understanding the Criticality of Human Adaptation when Designing Human-Centered AI Teammates ( Poster ) > link | Christopher Flathmann · Nathan McNeese 🔗 |
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The Design Space of Pre-Trained Models ( Poster ) > link | Meredith Morris · Carrie Cai · Jess Holbrook · Chinmay Kulkarni · Michael Terry 🔗 |
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Human-in-the-loop Bias Mitigation in Data Science ( Poster ) > link | Romila Pradhan · Tianyi Li 🔗 |
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A View From Somewhere: Human-Centric Face Representations ( Poster ) > link | Jerone Andrews · Przemyslaw Joniak · Alice Xiang 🔗 |
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Metric Elicitation; Moving from Theory to Practice ( Poster ) > link | Safinah Ali · Sohini Upadhyay · Gaurush Hiranandani · Elena Glassman · Sanmi Koyejo 🔗 |
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Combating Toxicity in Online Games with HCAI ( Poster ) > link | Regan Mandryk · Julian Frommel 🔗 |
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The Aleph & Other Metaphors for Image Generation ( Poster ) > link | Gonzalo Ramos · Rick Barraza · VICTOR DIBIA · Sharon Lo 🔗 |
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Tensions Between the Proxies of Human Values in AI ( Poster ) > link | Daniel Nissani · Teresa Datta · John Dickerson · Max Cembalest · Akash Khanna · Haley Massa 🔗 |