“So There’s a Catch-22 Here”: How Early Adopters Who Build Multi-Agent LLM Systems Conceptualize Transparency
Suchismita Naik, Samir Passi, Mihaela Vorvoreanu, Scott Saponas, Amanda K. Hall
June 2026
arXiv | June 2026
Suchismita Naik, Samir Passi, Mihaela Vorvoreanu, Scott Saponas, Amanda K. Hall
June 2026
arXiv | June 2026
Jiachen Li, Amanda K. Hall, Ruican Zhong, Selin S. Everett, Alyssa Unell, Hanwen Xu, Matthias Blondeel, Jonathan M. Carlson, Katie Claveau, Thulasee Jose, Tristan Naumann, David C. Rhew, Naiteek Sangani, Frank Tuan, James Weinstein, Varun Mishra, Elizabeth D. Mynatt, Hao Qiu, Leonardo Schettini, Joseph S. Preston, Aiden Gu, Naoto Usuyama, Zelalem Gero, Cliff Wong, Noel C. Codella, Hoifung Poon, Shrey Jain, Matthew P Lungren, Eric Horvitz
ACM CHI Conference on Human Factors in Computing Systems (CHI 2026) | April 2026
Honorable Mention Award
Ruican Zhong, Jicahen Li, Gary Hsieh, David W. McDonald, Selin S. Everett, Alyssa Unell, Jonathan M. Carlson, Katie Claveau, Noel Codella, Khalil Malik, Scott Mackie, Eduardo Olvera, Scott Saponas, Eric Horvitz, David Rhew, James Weinstein, Jacob Gross, Amanda K. Hall
CHI 2026 Workshops | April 2026
Hope Twede, Lynn Pais, S. Bryen, Emily O’Heir, Greg Smith, Ron Paulsen, C. Austin-Tse, A. Bloemendal, C. Simons, Amanda K. Hall, Scott Saponas, Jeremiah (Miah) Wander, Daniel G. MacArthur, Heidi L. Rehm, Ashley Conard
November 2025
bioRxiv | November 2025
Nikita Mehandru, Amanda K. Hall, Olesya Melnichenko, Yulia Dubinina, Daniel Tsirulnikov, David Bamman, Ahmed Alaa, Scott Saponas, Venkat S. Malladi
Scientific Reports | November 2025, Vol 15
Alyssa Unell, Noel Codella, Sam Preston, Peniel Argaw, Wen-wai Yim, Zelalem Gero, Cliff Wong, Rajesh Jena, Eric Horvitz, Amanda K. Hall, Ruican Rachel Zhong, Jiachen Li, Shrey Jain, Mu Wei, Matthew P Lungren, Hoifung Poon
September 2025
arXiv | September 2025
Angela Mastrianni, Hope Twede, Aleksandra Sarcevic, Jeremiah Wander, C. Austin-Tse, Scott Saponas, Heidi L. Rehm, A. M. Conard, Amanda K. Hall
ACM Transactions on Interactive Intelligent Systems | August 2025
Suchismita Naik, Austin L. Toombs, Amanda Snellinger, Scott Saponas, Amanda K. Hall
DIS’25:Proceedings of the 2025 ACM Designing Interactive Systems Conference | July 2025
Suchismita Naik, Amanda Snellinger, Austin L. Toombs, Scott Saponas, Amanda K. Hall
CHI 2025 | April 2025
Vivek Sriram, Ashley Conard, Ilyana Rosenberg, Dokyoon Kim, Scott Saponas, Amanda K. Hall
Scientific Reports | February 2025, Vol 15
Nikita Mehandru, Amanda K. Hall, Olesya Melnichenko, Yulia Dubinina, Daniel Tsirulnikov, David Bamman, Ahmed Alaa, Scott Saponas, Venkat S. Malladi
January 2025
January 2025
Lauren Snyder, R. Hazen, Amanda K. Hall
International Conference on Human-Computer Interaction | July 2023
Editor(s): Marcus, A., Rosenzweig, E., Soares, M.M.
Karthik S Bhat, Amanda K. Hall, Tiffany Kuo, Neha Kumar
Proceedings of the ACM on Human-Computer Interaction | April 2023, Vol 7: pp. 1-29
Naoto Usuyama, Natalia Larios Delgado, Amanda K. Hall, Jessica Lundin
CVPR 2020 | June 2020
Natalia Larios Delgado, Naoto Usuyama, Amanda K. Hall, Rebecca J. Hazen, Max Ma, Siva Sahu , Jessica Lundin
Nature Digital Medicine | February 2019
Amanda K. Hall, Uba Backonja, I. Painter, M. Cakmak, Minjung Sung, Timothy Lau, H. Thompson, G. Demiris
Assistive Technology | May 2017, Vol 31(3): pp. 133-140
L. Vizer, Amanda K. Hall
Consumer Health Informatics | Published by Springer | 2016
H. Marston, Amanda K. Hall
Handbook of Research on Holistic Perspectives in Gamification for Clinical Practice | Published by IGI Global | 2015
Journal of Health Communication | June 2015, Vol 20: pp. 751-758
Amanda K. Hall, H. Cole-Lewis, J. Bernhardt
Annual review of public health | March 2015, Vol 36: pp. 393-415
Amanda K. Hall, Jay M Bernhardt, Virginia Dodd, Morgan W Vollrath
Health Education & Behavior | August 2014
Amanda K. Hall, Virginia Dodd, Amy Harris, K. Mcarthur, Clifford Dacso, LM Colton
Telemedicine journal and e-health : the official journal of the American Telemedicine Association | March 2014, Vol 20(4): pp. 324-31
Amanda K. Hall, H. Marston
Handbook of Smart Homes, Health Care, and Well-being | Published by Springer | 2014
Amanda K. Hall, E. Chavarria, Vasana Maneeratana, B. Chaney, J. Bernhardt
Games for health journal | December 2012, Vol 1(6): pp. 402-10
Jiachen Li, Amanda K. Hall, Ruican Zhong, Selin S. Everett, Alyssa Unell, Hanwen Xu, Matthias Blondeel, Jonathan M. Carlson, Katie Claveau, Thulasee Jose, Tristan Naumann, David C. Rhew, Naiteek Sangani, Frank Tuan, James Weinstein, Varun Mishra, Elizabeth D. Mynatt, Hao Qiu, Leonardo Schettini, Joseph S. Preston, Aiden Gu, Naoto Usuyama, Zelalem Gero, Cliff Wong, Noel C. Codella, Hoifung Poon, Shrey Jain, Matthew P Lungren, Eric Horvitz
ACM CHI Conference on Human Factors in Computing Systems (CHI 2026) | April 2026
Honorable Mention Award
Ruican Zhong, Jicahen Li, Gary Hsieh, David W. McDonald, Selin S. Everett, Alyssa Unell, Jonathan M. Carlson, Katie Claveau, Noel Codella, Khalil Malik, Scott Mackie, Eduardo Olvera, Scott Saponas, Eric Horvitz, David Rhew, James Weinstein, Jacob Gross, Amanda K. Hall
CHI 2026 Workshops | April 2026
Hope Twede, Lynn Pais, S. Bryen, Emily O’Heir, Greg Smith, Ron Paulsen, C. Austin-Tse, A. Bloemendal, C. Simons, Amanda K. Hall, Scott Saponas, Jeremiah (Miah) Wander, Daniel G. MacArthur, Heidi L. Rehm, Ashley Conard
November 2025
bioRxiv | November 2025
Nikita Mehandru, Amanda K. Hall, Olesya Melnichenko, Yulia Dubinina, Daniel Tsirulnikov, David Bamman, Ahmed Alaa, Scott Saponas, Venkat S. Malladi
Scientific Reports | November 2025, Vol 15
Alyssa Unell, Noel Codella, Sam Preston, Peniel Argaw, Wen-wai Yim, Zelalem Gero, Cliff Wong, Rajesh Jena, Eric Horvitz, Amanda K. Hall, Ruican Rachel Zhong, Jiachen Li, Shrey Jain, Mu Wei, Matthew P Lungren, Hoifung Poon
September 2025
arXiv | September 2025
Angela Mastrianni, Hope Twede, Aleksandra Sarcevic, Jeremiah Wander, C. Austin-Tse, Scott Saponas, Heidi L. Rehm, A. M. Conard, Amanda K. Hall
ACM Transactions on Interactive Intelligent Systems | August 2025
Vivek Sriram, Ashley Conard, Ilyana Rosenberg, Dokyoon Kim, Scott Saponas, Amanda K. Hall
Scientific Reports | February 2025, Vol 15
Nikita Mehandru, Amanda K. Hall, Olesya Melnichenko, Yulia Dubinina, Daniel Tsirulnikov, David Bamman, Ahmed Alaa, Scott Saponas, Venkat S. Malladi
January 2025
January 2025
Karthik S Bhat, Amanda K. Hall, Tiffany Kuo, Neha Kumar
Proceedings of the ACM on Human-Computer Interaction | April 2023, Vol 7: pp. 1-29
Natalia Larios Delgado, Naoto Usuyama, Amanda K. Hall, Rebecca J. Hazen, Max Ma, Siva Sahu , Jessica Lundin
Nature Digital Medicine | February 2019
Amanda K. Hall, Uba Backonja, I. Painter, M. Cakmak, Minjung Sung, Timothy Lau, H. Thompson, G. Demiris
Assistive Technology | May 2017, Vol 31(3): pp. 133-140
L. Vizer, Amanda K. Hall
Consumer Health Informatics | Published by Springer | 2016
H. Marston, Amanda K. Hall
Handbook of Research on Holistic Perspectives in Gamification for Clinical Practice | Published by IGI Global | 2015
Journal of Health Communication | June 2015, Vol 20: pp. 751-758
Amanda K. Hall, H. Cole-Lewis, J. Bernhardt
Annual review of public health | March 2015, Vol 36: pp. 393-415
Amanda K. Hall, Jay M Bernhardt, Virginia Dodd, Morgan W Vollrath
Health Education & Behavior | August 2014
Amanda K. Hall, Virginia Dodd, Amy Harris, K. Mcarthur, Clifford Dacso, LM Colton
Telemedicine journal and e-health : the official journal of the American Telemedicine Association | March 2014, Vol 20(4): pp. 324-31
Amanda K. Hall, H. Marston
Handbook of Smart Homes, Health Care, and Well-being | Published by Springer | 2014
Amanda K. Hall, E. Chavarria, Vasana Maneeratana, B. Chaney, J. Bernhardt
Games for health journal | December 2012, Vol 1(6): pp. 402-10
Suchismita Naik, Samir Passi, Mihaela Vorvoreanu, Scott Saponas, Amanda K. Hall
June 2026
arXiv | June 2026
Ruican Zhong, Jicahen Li, Gary Hsieh, David W. McDonald, Selin S. Everett, Alyssa Unell, Jonathan M. Carlson, Katie Claveau, Noel Codella, Khalil Malik, Scott Mackie, Eduardo Olvera, Scott Saponas, Eric Horvitz, David Rhew, James Weinstein, Jacob Gross, Amanda K. Hall
CHI 2026 Workshops | April 2026
Angela Mastrianni, Hope Twede, Aleksandra Sarcevic, Jeremiah Wander, C. Austin-Tse, Scott Saponas, Heidi L. Rehm, A. M. Conard, Amanda K. Hall
ACM Transactions on Interactive Intelligent Systems | August 2025
Suchismita Naik, Austin L. Toombs, Amanda Snellinger, Scott Saponas, Amanda K. Hall
DIS’25:Proceedings of the 2025 ACM Designing Interactive Systems Conference | July 2025
Suchismita Naik, Amanda Snellinger, Austin L. Toombs, Scott Saponas, Amanda K. Hall
CHI 2025 | April 2025
Vivek Sriram, Ashley Conard, Ilyana Rosenberg, Dokyoon Kim, Scott Saponas, Amanda K. Hall
Scientific Reports | February 2025, Vol 15
Lauren Snyder, R. Hazen, Amanda K. Hall
International Conference on Human-Computer Interaction | July 2023
Editor(s): Marcus, A., Rosenzweig, E., Soares, M.M.
Karthik S Bhat, Amanda K. Hall, Tiffany Kuo, Neha Kumar
Proceedings of the ACM on Human-Computer Interaction | April 2023, Vol 7: pp. 1-29
Amanda K. Hall, Uba Backonja, I. Painter, M. Cakmak, Minjung Sung, Timothy Lau, H. Thompson, G. Demiris
Assistive Technology | May 2017, Vol 31(3): pp. 133-140
H. Marston, Amanda K. Hall
Handbook of Research on Holistic Perspectives in Gamification for Clinical Practice | Published by IGI Global | 2015
Amanda K. Hall, H. Cole-Lewis, J. Bernhardt
Annual review of public health | March 2015, Vol 36: pp. 393-415
Amanda K. Hall, Virginia Dodd, Amy Harris, K. Mcarthur, Clifford Dacso, LM Colton
Telemedicine journal and e-health : the official journal of the American Telemedicine Association | March 2014, Vol 20(4): pp. 324-31
Amanda K. Hall, H. Marston
Handbook of Smart Homes, Health Care, and Well-being | Published by Springer | 2014
Amanda K. Hall, E. Chavarria, Vasana Maneeratana, B. Chaney, J. Bernhardt
Games for health journal | December 2012, Vol 1(6): pp. 402-10
Jiachen Li, Amanda K. Hall, Ruican Zhong, Selin S. Everett, Alyssa Unell, Hanwen Xu, Matthias Blondeel, Jonathan M. Carlson, Katie Claveau, Thulasee Jose, Tristan Naumann, David C. Rhew, Naiteek Sangani, Frank Tuan, James Weinstein, Varun Mishra, Elizabeth D. Mynatt, Hao Qiu, Leonardo Schettini, Joseph S. Preston, Aiden Gu, Naoto Usuyama, Zelalem Gero, Cliff Wong, Noel C. Codella, Hoifung Poon, Shrey Jain, Matthew P Lungren, Eric Horvitz
ACM CHI Conference on Human Factors in Computing Systems (CHI 2026) | April 2026
Honorable Mention Award
Ruican Zhong, Jicahen Li, Gary Hsieh, David W. McDonald, Selin S. Everett, Alyssa Unell, Jonathan M. Carlson, Katie Claveau, Noel Codella, Khalil Malik, Scott Mackie, Eduardo Olvera, Scott Saponas, Eric Horvitz, David Rhew, James Weinstein, Jacob Gross, Amanda K. Hall
CHI 2026 Workshops | April 2026
Nikita Mehandru, Amanda K. Hall, Olesya Melnichenko, Yulia Dubinina, Daniel Tsirulnikov, David Bamman, Ahmed Alaa, Scott Saponas, Venkat S. Malladi
Scientific Reports | November 2025, Vol 15
Alyssa Unell, Noel Codella, Sam Preston, Peniel Argaw, Wen-wai Yim, Zelalem Gero, Cliff Wong, Rajesh Jena, Eric Horvitz, Amanda K. Hall, Ruican Rachel Zhong, Jiachen Li, Shrey Jain, Mu Wei, Matthew P Lungren, Hoifung Poon
September 2025
arXiv | September 2025
Angela Mastrianni, Hope Twede, Aleksandra Sarcevic, Jeremiah Wander, C. Austin-Tse, Scott Saponas, Heidi L. Rehm, A. M. Conard, Amanda K. Hall
ACM Transactions on Interactive Intelligent Systems | August 2025
Suchismita Naik, Austin L. Toombs, Amanda Snellinger, Scott Saponas, Amanda K. Hall
DIS’25:Proceedings of the 2025 ACM Designing Interactive Systems Conference | July 2025
Suchismita Naik, Amanda Snellinger, Austin L. Toombs, Scott Saponas, Amanda K. Hall
CHI 2025 | April 2025
Nikita Mehandru, Amanda K. Hall, Olesya Melnichenko, Yulia Dubinina, Daniel Tsirulnikov, David Bamman, Ahmed Alaa, Scott Saponas, Venkat S. Malladi
January 2025
January 2025
Natalia Larios Delgado, Naoto Usuyama, Amanda K. Hall, Rebecca J. Hazen, Max Ma, Siva Sahu , Jessica Lundin
Nature Digital Medicine | February 2019
Ruican Zhong, Jicahen Li, Gary Hsieh, David W. McDonald, Selin S. Everett, Alyssa Unell, Jonathan M. Carlson, Katie Claveau, Noel Codella, Khalil Malik, Scott Mackie, Eduardo Olvera, Scott Saponas, Eric Horvitz, David Rhew, James Weinstein, Jacob Gross, Amanda K. Hall
CHI 2026 Workshops | April 2026
Vivek Sriram, Ashley Conard, Ilyana Rosenberg, Dokyoon Kim, Scott Saponas, Amanda K. Hall
Scientific Reports | February 2025, Vol 15
Naoto Usuyama, Natalia Larios Delgado, Amanda K. Hall, Jessica Lundin
CVPR 2020 | June 2020
Suchismita Naik, Samir Passi, Mihaela Vorvoreanu, Scott Saponas, Amanda K. Hall
June 2026
arXiv | June 2026
Hope Twede, Lynn Pais, S. Bryen, Emily O’Heir, Greg Smith, Ron Paulsen, C. Austin-Tse, A. Bloemendal, C. Simons, Amanda K. Hall, Scott Saponas, Jeremiah (Miah) Wander, Daniel G. MacArthur, Heidi L. Rehm, Ashley Conard
November 2025
bioRxiv | November 2025
Alyssa Unell, Noel Codella, Sam Preston, Peniel Argaw, Wen-wai Yim, Zelalem Gero, Cliff Wong, Rajesh Jena, Eric Horvitz, Amanda K. Hall, Ruican Rachel Zhong, Jiachen Li, Shrey Jain, Mu Wei, Matthew P Lungren, Hoifung Poon
September 2025
arXiv | September 2025
Nikita Mehandru, Amanda K. Hall, Olesya Melnichenko, Yulia Dubinina, Daniel Tsirulnikov, David Bamman, Ahmed Alaa, Scott Saponas, Venkat S. Malladi
January 2025
January 2025
Jiachen Li, Amanda K. Hall, Ruican Zhong, Selin S. Everett, Alyssa Unell, Hanwen Xu, Matthias Blondeel, Jonathan M. Carlson, Katie Claveau, Thulasee Jose, Tristan Naumann, David C. Rhew, Naiteek Sangani, Frank Tuan, James Weinstein, Varun Mishra, Elizabeth D. Mynatt, Hao Qiu, Leonardo Schettini, Joseph S. Preston, Aiden Gu, Naoto Usuyama, Zelalem Gero, Cliff Wong, Noel C. Codella, Hoifung Poon, Shrey Jain, Matthew P Lungren, Eric Horvitz
ACM CHI Conference on Human Factors in Computing Systems (CHI 2026) | April 2026
Honorable Mention Award
Ruican Zhong, Jicahen Li, Gary Hsieh, David W. McDonald, Selin S. Everett, Alyssa Unell, Jonathan M. Carlson, Katie Claveau, Noel Codella, Khalil Malik, Scott Mackie, Eduardo Olvera, Scott Saponas, Eric Horvitz, David Rhew, James Weinstein, Jacob Gross, Amanda K. Hall
CHI 2026 Workshops | April 2026
Suchismita Naik, Austin L. Toombs, Amanda Snellinger, Scott Saponas, Amanda K. Hall
DIS’25:Proceedings of the 2025 ACM Designing Interactive Systems Conference | July 2025
Suchismita Naik, Amanda Snellinger, Austin L. Toombs, Scott Saponas, Amanda K. Hall
CHI 2025 | April 2025
Lauren Snyder, R. Hazen, Amanda K. Hall
International Conference on Human-Computer Interaction | July 2023
Editor(s): Marcus, A., Rosenzweig, E., Soares, M.M.
Naoto Usuyama, Natalia Larios Delgado, Amanda K. Hall, Jessica Lundin
CVPR 2020 | June 2020
Nikita Mehandru, Amanda K. Hall, Olesya Melnichenko, Yulia Dubinina, Daniel Tsirulnikov, David Bamman, Ahmed Alaa, Scott Saponas, Venkat S. Malladi
Scientific Reports | November 2025, Vol 15
Angela Mastrianni, Hope Twede, Aleksandra Sarcevic, Jeremiah Wander, C. Austin-Tse, Scott Saponas, Heidi L. Rehm, A. M. Conard, Amanda K. Hall
ACM Transactions on Interactive Intelligent Systems | August 2025
Vivek Sriram, Ashley Conard, Ilyana Rosenberg, Dokyoon Kim, Scott Saponas, Amanda K. Hall
Scientific Reports | February 2025, Vol 15
Karthik S Bhat, Amanda K. Hall, Tiffany Kuo, Neha Kumar
Proceedings of the ACM on Human-Computer Interaction | April 2023, Vol 7: pp. 1-29
Natalia Larios Delgado, Naoto Usuyama, Amanda K. Hall, Rebecca J. Hazen, Max Ma, Siva Sahu , Jessica Lundin
Nature Digital Medicine | February 2019
Amanda K. Hall, Uba Backonja, I. Painter, M. Cakmak, Minjung Sung, Timothy Lau, H. Thompson, G. Demiris
Assistive Technology | May 2017, Vol 31(3): pp. 133-140
Journal of Health Communication | June 2015, Vol 20: pp. 751-758
Amanda K. Hall, H. Cole-Lewis, J. Bernhardt
Annual review of public health | March 2015, Vol 36: pp. 393-415
Amanda K. Hall, Jay M Bernhardt, Virginia Dodd, Morgan W Vollrath
Health Education & Behavior | August 2014
Amanda K. Hall, Virginia Dodd, Amy Harris, K. Mcarthur, Clifford Dacso, LM Colton
Telemedicine journal and e-health : the official journal of the American Telemedicine Association | March 2014, Vol 20(4): pp. 324-31
Amanda K. Hall, E. Chavarria, Vasana Maneeratana, B. Chaney, J. Bernhardt
Games for health journal | December 2012, Vol 1(6): pp. 402-10
L. Vizer, Amanda K. Hall
Consumer Health Informatics | Published by Springer | 2016
H. Marston, Amanda K. Hall
Handbook of Research on Holistic Perspectives in Gamification for Clinical Practice | Published by IGI Global | 2015
Amanda K. Hall, H. Marston
Handbook of Smart Homes, Health Care, and Well-being | Published by Springer | 2014