Workshop
Human Centered AI
Michael Muller · Plamen P Angelov · Shion Guha · Marina Kogan · Gina Neff · Nuria Oliver · Manuel Rodriguez · Adrian Weller
Human-Centered AI (HCAI) is an emerging discipline that aims to create AI systems that amplify [46,45] and augment [47] human abilities and preserve human control in order to make AI partnerships more productive, enjoyable, and fair [19]. Our workshop aims to bring together researchers and practitioners from the NeurIPS and HCI communities and others with convergent interests in HCAI.With an emphasis on diversity and discussion, we will explore research questions that stem from the increasingly wide-spread usage of machine learning algorithms across all areas of society, with a specific focus on understanding both technical and design requirements for HCAI systems, as well as how to evaluate the efficacy and effects of HCAI systems
Chat is not available.
Timezone: America/Los_Angeles
Schedule
|
Mon 7:00 a.m. - 7:35 a.m.
|
Welcome, introductions of 40 people, plan for the day
(
Discussion
)
SlidesLive Video |
🔗 |
|
Mon 7:35 a.m. - 7:55 a.m.
|
Keynote:: Cynthia Rudin
(
Keynote
)
SlidesLive Video |
🔗 |
|
Mon 7:55 a.m. - 8:05 a.m.
|
Discussion of keynote
(
Discussion
)
|
🔗 |
|
Mon 8:05 a.m. - 8:10 a.m.
|
XAI:: From Human Centered to Interactionist Artificial Intelligence
(
Panel Speaker
)
SlidesLive Video |
Andrea Campagner 🔗 |
|
Mon 8:10 a.m. - 8:15 a.m.
|
XAI:: Explainability Pitfalls: Beyond Dark Patterns in Explainable AI
(
Panel Speaker
)
SlidesLive Video |
Mark Riedl · Upol Ehsan 🔗 |
|
Mon 8:15 a.m. - 8:20 a.m.
|
XAI:: Beware of the Ostrich Policy: End-Users’ Perceptions Towards Data Transparency and Control
(
Panel Speaker
)
SlidesLive Video |
🔗 |
|
Mon 8:20 a.m. - 8:25 a.m.
|
XAI:: Expose Uncertainty, Instill Distrust, Avoid Explanations: Towards Ethical Guidelines for AI
(
Panel Speaker
)
SlidesLive Video |
Claudio Pinhanez 🔗 |
|
Mon 8:25 a.m. - 8:40 a.m.
|
Discussion of panel
(
Discussion
)
SlidesLive Video |
🔗 |
|
Mon 8:40 a.m. - 8:50 a.m.
|
Break
(
Break
)
|
🔗 |
|
Mon 8:50 a.m. - 9:10 a.m.
|
Keynote:: Barbara Poblete
(
Keynote
)
SlidesLive Video |
🔗 |
|
Mon 9:10 a.m. - 9:20 a.m.
|
Discussion of keynote
(
Discussion
)
|
🔗 |
|
Mon 9:20 a.m. - 9:25 a.m.
|
Methods:: Human-AI Collaboration for Experimental Design
(
Panel Speaker
)
SlidesLive Video |
Nishtha N. Vaidya 🔗 |
|
Mon 9:25 a.m. - 9:30 a.m.
|
Methods:: How Can Human-Centered Design Shape Data-Centric AI?
(
Panel Speaker
)
SlidesLive Video |
Hariharan Subramonyam 🔗 |
|
Mon 9:30 a.m. - 9:35 a.m.
|
Methods:: Stakeholder Participation in AI: Beyond “Add Diverse Stakeholders and Stir”
(
Panel Speaker
)
SlidesLive Video |
Qian Yang · Fernando Delgado · Stephen Yang · Michael Madaio 🔗 |
|
Mon 9:35 a.m. - 9:40 a.m.
|
Methods:: Human-centered Evaluation of Dynamic Content
(
Panel Speaker
)
SlidesLive Video |
Johannes Schleith 🔗 |
|
Mon 9:40 a.m. - 9:55 a.m.
|
Discussion of panel
(
Discussion
)
SlidesLive Video |
🔗 |
|
Mon 9:55 a.m. - 10:25 a.m.
|
Meal
(
Break
)
|
🔗 |
|
Mon 10:25 a.m. - 10:45 a.m.
|
Keynote:: Wendy Mackay
(
Keynote
)
SlidesLive Video |
🔗 |
|
Mon 10:45 a.m. - 10:55 a.m.
|
Discussion of keynote
(
Discussion
)
|
🔗 |
|
Mon 10:55 a.m. - 11:00 a.m.
|
H+AI:: Modeling Complementarity in Human-AI Collaboration
(
Panel Speaker
)
SlidesLive Video |
Hernisa Kacorri 🔗 |
|
Mon 11:00 a.m. - 11:05 a.m.
|
H+AI:: Knowledge Imbalance in AI-Assisted Decision-Making: Collaborating with Non-experts
(
Panel Speaker
)
SlidesLive Video |
Catalina Gomez Caballero 🔗 |
|
Mon 11:05 a.m. - 11:10 a.m.
|
H+AI:: Developing Human-Centered Artificial Intelligence through cognitive engineering
(
Panel Speaker
)
SlidesLive Video |
🔗 |
|
Mon 11:10 a.m. - 11:15 a.m.
|
H+AI:: Exploring the Dark Side of Human-AI Interaction
(
Panel Speaker
)
SlidesLive Video |
Andrea Rezzani 🔗 |
|
Mon 11:15 a.m. - 11:30 a.m.
|
Discussion of panel
(
Discussion
)
SlidesLive Video |
🔗 |
|
Mon 11:30 a.m. - 11:40 a.m.
|
Break
(
Break
)
|
🔗 |
|
Mon 11:40 a.m. - 12:00 p.m.
|
Keynote:: Cecilia Aragon
(
Keynote
)
SlidesLive Video |
🔗 |
|
Mon 12:00 p.m. - 12:10 p.m.
|
Discussion of keynote
(
Discussion
)
|
🔗 |
|
Mon 12:10 p.m. - 12:15 p.m.
|
Ethics: Can Machine Learning be Moral?
(
Panel Speaker
)
SlidesLive Video |
Irina Shklovski · Miguel Sicart 🔗 |
|
Mon 12:15 p.m. - 12:20 p.m.
|
Ethics:: Supporting human flourishing by ensuring human involvement in AI systems
(
Panel Speaker
)
SlidesLive Video |
🔗 |
|
Mon 12:20 p.m. - 12:25 p.m.
|
Ethics:: Improving Ethical Outcomes with Machine-in-the-Loop: Broadening Human Understanding of Data Annotations
(
Panel Speaker
)
SlidesLive Video |
Ashis Kumer Biswas · Geeta Verma 🔗 |
|
Mon 12:25 p.m. - 12:30 p.m.
|
Ethics:: The Equity Framework
(
Panel Speaker
)
SlidesLive Video |
Keziah Naggita · Julius Aguma 🔗 |
|
Mon 12:30 p.m. - 12:45 p.m.
|
Discussion of panel
(
Discussion
)
SlidesLive Video |
🔗 |
|
Mon 12:45 p.m. - 12:55 p.m.
|
Break
(
Break
)
|
🔗 |
|
Mon 12:55 p.m. - 1:00 p.m.
|
Fairness:: Individuality in Human-Centered AI
(
Panel Speaker
)
SlidesLive Video |
Angel Hsing-Chi Hwang 🔗 |
|
Mon 1:00 p.m. - 1:05 p.m.
|
Fairness:: Assessing Fairness in Practice: AI Teams’ Processes, Challenges, and Needs for Support
(
Panel Speaker
)
SlidesLive Video |
Michael Madaio · Hariharan Subramonyam · Jennifer Wortman Vaughan 🔗 |
|
Mon 1:05 p.m. - 1:10 p.m.
|
Fairness:: P4AI: Approaching AI Ethics through Principlism
(
Panel Speaker
)
SlidesLive Video |
Mahdi Hosseini · Konstantinos N Plataniotis 🔗 |
|
Mon 1:10 p.m. - 1:15 p.m.
|
Fairness:: Fairness in Practice: Exploring How Machine Learning Practitioners (Try To) Use Fairness Toolkits
(
Panel Speaker
)
SlidesLive Video |
🔗 |
|
Mon 1:15 p.m. - 1:30 p.m.
|
Discussion of panel
(
Discussion
)
SlidesLive Video |
🔗 |
|
Mon 1:30 p.m. - 2:00 p.m.
|
Meal
(
Break
)
|
🔗 |
|
Mon 2:00 p.m. - 3:00 p.m.
|
Ethics:: Addressing Privacy Threats from Machine Learning
(
Poster
)
|
Mary Anne Smart 🔗 |
|
Mon 2:00 p.m. - 3:00 p.m.
|
Ethics:: From Convolutions towards Spikes: The Environmental Metric that the Community currently Misses
(
Poster
)
|
🔗 |
|
Mon 2:00 p.m. - 3:00 p.m.
|
H+AI:: Interpreting Voice Assistant Interaction Quality From Unprompted User Feedback
(
Poster
)
|
Pragati Verma 🔗 |
|
Mon 2:00 p.m. - 3:00 p.m.
|
H+AI:: Switchboard: Automated News Q&A With an Editor in the Loop
(
Poster
)
|
🔗 |
|
Mon 2:00 p.m. - 3:00 p.m.
|
H+AI:: Improving mathematical questioning in teacher training
(
Poster
)
|
Debajyoti Datta 🔗 |
|
Mon 2:00 p.m. - 3:00 p.m.
|
H+AI:: Human-Centered AI: The Case of Machine Translation for Cross-Lingual Teamwork
(
Poster
)
|
🔗 |
|
Mon 2:00 p.m. - 3:00 p.m.
|
H+AI:: Personalized musically induced emotions of not-so-popular Colombian music
(
Poster
)
|
Juan Sebastián S. Gómez-Cañón 🔗 |
|
Mon 2:00 p.m. - 3:00 p.m.
|
H+AI:: The Key to an Effective AI-Powered Digital Pathology Establishing a Symbiotic Workflow between Pathologists and Machine
(
Poster
)
|
🔗 |
|
Mon 2:00 p.m. - 3:00 p.m.
|
Methods:: An Interactive Visualization Tool for Understanding Active Learning
(
Poster
)
|
Martin Ester · Jialin Lu 🔗 |
|
Mon 2:00 p.m. - 3:00 p.m.
|
Methods:: Taglab: An human-centric AI system for interactive semantic segmentation
(
Poster
)
|
Massimiliano Corsini 🔗 |
|
Mon 2:00 p.m. - 3:00 p.m.
|
Methods:: How Mock Model Training Enhances User Perceptions of AI Systems
(
Poster
)
|
🔗 |
|
Mon 2:00 p.m. - 3:00 p.m.
|
Methods:: Improving Human Decision-Making with Machine Learning
(
Poster
)
|
🔗 |
|
Mon 2:00 p.m. - 3:00 p.m.
|
Methods:: Bringing “conscious” access to micro-credit by enhancing non-traditional financial practices with AI in the Global South
(
Poster
)
|
🔗 |
|
Mon 2:00 p.m. - 3:00 p.m.
|
Methods:: Qualitative Analysis for Human Centered AI
(
Poster
)
|
Orestis Papakyriakopoulos · Elizabeth Watkins · Amy Winecoff · Klaudia Jazwinska 🔗 |
|
Mon 2:00 p.m. - 3:00 p.m.
|
Methods:: Considerations for Collaborative Human-AI Decision-Making in Engineering Design
(
Poster
)
|
Ananya Nandy 🔗 |
|
Mon 2:00 p.m. - 3:00 p.m.
|
Methods:: Understanding Human-like Behavior in Video Game Navigation
(
Poster
)
|
Evelyn Zuniga · Stephanie Milani · Katja Hofmann 🔗 |
|
Mon 2:00 p.m. - 3:00 p.m.
|
XAI:: Dr Bots: The impact of explanation types on layperson trust in AI-driven symptom checkers
(
Poster
)
|
🔗 |
|
Mon 2:00 p.m. - 3:00 p.m.
|
XAI:: Case Study on Two XAI Cultures: Non-technical Explanations in Deployed AI System
(
Poster
)
|
🔗 |
|
Mon 2:00 p.m. - 3:00 p.m.
|
XAI:: On the transferability of insights from the psychology explanation to explainable AI
(
Poster
)
|
Marko Tesic 🔗 |
|
Mon 2:00 p.m. - 3:00 p.m.
|
XAI:: How Does Netflix “Understand” Me?: Exploring End-user Needs to Design Human-centered Explanations
(
Poster
)
|
Yoonseo Choi 🔗 |
|
Mon 3:00 p.m. - 5:00 p.m.
|
Discussion, Next steps, Conclusion, End
(
Discussion
)
SlidesLive Video |
🔗 |