| Vol-3124 urn:nbn:de:0074-3124-0 Copyright © 2022 for the individual papers by the papers' authors. Copyright © 2022 for the volume as a collection by its editors. This volume and its papers are published under the Creative Commons License Attribution 4.0 International (CC BY 4.0).

# IUI-WS 2022
Workshops at the International Conference on Intelligent User Interfaces (IUI) 2022

### Joint Proceedings of the IUI 2022 Workshops: APEx-UI, HAI-GEN, HEALTHI, HUMANIZE, TExSS, SOCIALIZE
co-located with the ACM International Conference on Intelligent User Interfaces (IUI 2022)

### Virtual Event, Helsinki, Finland, March 21-22, 2022.

Edited by

### Alison Smith-Renner *
Ofra Amir **

* Dataminr, AI Organization, New York, USA
** Israel Institute of Technology, Technion, Haifa, Israel

## Table of Contents

Summary: This volume includes the proceedings of 6 workshops, which accepted a total of 28 papers.

### Workshop 1: APEx-UI: Adaptive and Personalized Explainable User Interfaces

Organizers: Ernesto William De Luca (Georg Eckert Institute), Pasquale Lops (Univeristy of Bari Aldo Moro), Cataldo Musto (University of Bari Aldo Moro), Erasmo Purificato (Otto von Guericke University Magdeburg)

- Explaining Health Recommendations to Lay Users: The Dos and Dont's 1-10
  Maxwell Szymanski, Vero Vanden Abeele, Katrien Verbert
- A Multi-Dimensional Conceptualization Framework for Personalized Explanations in Recommender Systems 11-23
  Qurat UI Ain, Mohamed Anime Chati, Mouadh Guesmi, Shoeb Joarder
- Towards a Pattern Library for Algorithmic Affordances 24-33
  Erik Hekman, Dennis Nguyen, Marcel Stalenhoef, Koen van Turnhout

### Workshop 2: HAI-GEN: Human-AI Co-Creation with Generative Models

Organizers: Justin D. Weisz (IBM Research AI), Mary Lou Maher (University of North Carolina), Hendrik Strobelt (IBM Research AI), Lydia Chilton (Columbia University), David Bau (MIT CSAIL), Werner Geyer (IBM Research AI)

- Evaluating Mixed-Initiative Creative Interfaces via Expressive Range Coverage Analysis 34-45
  Max Kreminiski, Isaac Kart, Michael Mateas, Noah Wardrip-Fruin
- Gestural Inputs as Control Interaction for Generative Human-AI Co-Creation 46-55
  John Joon Young Chung, Minsuk Chang, Eytan Adar
- AI as an Active Writer: Interaction Strategies with Generated Text in Human-AI Collaborative Fiction Writing 56-65
  Daijin Yang, Yanpeng Zhou, Zhiyuan Zhang, Toby Jia-Jun Li, Ray LC
- Compositional Steering of Music Transformers 66-80
  Halley Young, Vincent Dumoulin, Pablo S. Castro, Jesse Engel, Cheng-Zhi Anna Huang
- Opportunies for Generative AI in UX Modernization 81-91
  Stephanie Houde, Steven I. Ross, Michael Muller, Mayank Agarwal, Fernando Martinez, John Richards, Kartik Talamadupula, Justin D. Weisz
- Towards a Framework for Human-AI Interaction Patterns in Co-Creative GAN Applications 92-102
  Imke Grabe, Miguel González-Duque, Sebastian Risi, Jichen Zhu
- Performing with a Generative Electronic Music Controller 103-106
  Charles Patrick Martin
- Drinking Chai with Your (AI) Programming Partner: A Design Fiction about Generative AI for Software Engineering 107-122
  Michael Muller, Steven Ross, Stephanie Houde, Mayank Agarwal, Fernando Martinez, John Richards, Kartik Talamadupula, Justin D. Weisz

### Workshop 3: HEALTHI: Intelligent Healthy User Interfaces

Organizers: Katrin Hänsel (Yale University), Michael Sobolev (Cornell Tech), Tobias Kowatsch (ETH Zurich), Rafael A Calvo (Imperial College London)

- Initial Experiences with Longitudinal Self-Tracking of Sleep and Low Back Pain 122-129
  Andy Alorwu, Aku Visuri, Simo Hosio
- Techno-Spiritual Engagement: Mechanisms for Improving Uptake of mHealth Apps Designed for Church Members 130-138
  Hye Sun Yun, Shou Zhou, Everlyne Kimani, Stefan Olafsson, Teresa K. O'Leary, Dhaval Parmar, Jessica Hoffman, Stephen Intille, Michael Paasche-Orlow, Timothy Bickmore
- Designing Personalities for Mental Health Conversational Agents 139-148
  Joonas Moilanen, Aku Visuri, Elina Kuosmanen, Andy Alorwu, Simo Hosio
- ReSmart-15: An Information Gain based Questionnaire for Early Demetia Detection 149-152
  Hyeseong Park, Myung Won Raymond Jung, Ji-Hye Kim, Uran Oh
- Challenges for Automation of Public Health Data Analysis 153-155
  Ravi Shankar

### Workshop 4: HUMANIZE: Transparency and Explainability in Adaptive Systems through User Modeling Grounded in Psychological Theory

Organizers: Bruce Ferwerda (Jönköping University), Marko Tkalčič (University of Primorska), Panagiotis Germanakos (SAP SE)

- Development of an Instrument for Measuring Users' Perception of Transparency in Recommender Systems 156-165
  Marco Hellman, Diana C. Hernandez-Bocanegra, Jürgen Ziegler
- Supporting Responsible Data and Algorithmic Practices in The News Media 166-174
  Dilruba Showkat

### Workshop 5: TExSS: Transparency and Explanations in Smart Systems

Organizers: Tsvi Kuflik (University of Haifa), Jonathan Dodge (Oregon State University), Styliani Kleanthous Loizou (Open University of Cyprus), Brian Lim (National University of Singapore), Carina Negreanu (Microsoft Research), Avital Shulner-Tal (University of Haifa), Simone Stumpf (University of Glasgow), Min Kyung Lee (University of Texas, Austin), Advait Sarkar (Microsoft Reearch), Alison Smith-Renner (Dataminr)

- Position: The Case Against Case-Based Explanation 175-180
  Jonathan Dodge
- Explaining Podcast Recommendations to Users with Content Diversity Labels 181-186
  Bernd Huber, Yixue Wang, Jean Garcia-Gathright, Jenn Thom
- Towards Understanding the Transparency of Automations in Daily Environments 187-191
  Fabio Paternò, Simone Gallo, Marco Manca, Andrea Mattioli, Carmen Santoro
- Is Explainable AI a Race Against Model Complexity? 192-199
  Advait Sarkar

### Workshop 6: SOCIALIZE: Social and Cultural Integration with Personalized Interfaces

Organizers: Fabio Gasparetti (Roma Tre University), Cristina Gena (University of Torino), Giuseppe Sansonetti (Roma Tre University), Marko Tkalčič (University of Primorska)

- Emotion Recognition in Real-World Support Call Center Data for Latvian Language 200-203
  Eduards Blumentals, Askars Salimbajevs
- A Situation-Aware e-Learning System to Support Intercultural Competence Development 204-208
  Giuseppe D'Aniello, Bice Della Piana, Matteo Gaeta
- Inferring Emotional State from Facial Micro-Expressions 209-212
  Alessandro Aiuti, Alessio Ferrato, Carla Limongelli, Mauro Mezzini, Giuseppe Sansonetti
- UX Personas for Defining Robot's Character and Personality 213-216
  Rossana Damiano, Cristina Gena, Andrea Maieli, Claudio Mattutino, Alessandro Mazzei, Elisabetta Miraglio, Giulia Ricciardiello
- A Deep Learning-based Approach to Model Museum Visitors 217-221
  Alessio Ferrato, Carla Limongelli, Mauro Mezzini, Giuseppe Sansonetti
- Using a Personal Social Robot as a Nutrition Coach 222-226
  Agostino Abbatecola, Berardina De Carolis, Edoardo Oranger

2022-02-24: submitted by Alison Renner, metadata incl. bibliographic data published under Creative Commons CC0
2022-04-14: published on CEUR Workshop Proceedings (CEUR-WS.org, ISSN 1613-0073) |valid HTML5|