ACMIUI-WS 2021
Joint Proceedings of the ACM IUI 2021 Workshops

Table of Contents

• Workshop 1: Theoretical and Methodological Challenges in Intelligent Conversational User Interface Interactions - CUI@IUI
• Workshop 2: Fourth Workshop on Exploratory Search and Interactive Data Analytics - ESIDA
• " Workshop 3: 2nd Workshop on Human-AI Co-Creation with Generative Models - HAI-GEN 2021
• Workshop 4: Healthy Interfaces Workshop - HEALTHI
• Workshop 5: Transparency and Explainability in Adaptive Systems through User Modeling Grounded in Psychological Theory - HUMANIZE’21 Fifth Edition)
• Workshop 6: SOcial and Cultural IntegrAtion with PersonaLIZEd Interfaces - SOCIALIZE
• Workshop 7: Transparency and Explanations in Smart Systems - TExSS

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Workshop 1: Theoretical and Methodological Challenges in Intelligent Conversational User Interface Interactions - CUI@IUI

Organized by: Philip R Doyle, University College, Dublin; Daniel John Rough, University of Dundee; Leigh Clark, Swansea University; Martin Porcheron, Swansea University; Benjamin R. Cowan, University College Dublin; Justin Edwards, University College Dublin; Stephan Schlögl, MCI Management Center Innsbruck; Minha Lee, Technical University of Eindhoven; Cosmin Munteanu, University of Toronto Mississauga; Christine Murad, University of Toronto; Jaisie Sin, University of Toronto; María Inés Torres, Universidad del Pais Vasco; Matthew Peter Aylett, CereProc Ltd.; Heloisa Candello, IBM Research

1. Towards Mental Model-driven Conversations
   Francesca Alloatti , Federica Cena Luigi Di Caro Roger Ferrod Giovanni Siragusa
2. Chatbots for Experience Sampling – Initial Opportunities and Challenges
   Florian Bemmann , Ramona Schoedel , Niels van Berkel , Daniel Buschek
3. "Hey Gūguru": Exploring Non-English Linguistic Barriers for WakeWord Use
   Anna Bleakleya , Yunhan Wu , Ayushi Pandey , Justin Edwards
4. Building Trust in Artificial Conversational Agents
   Clara Bove , Jonathan Aigrain , Marcin Detyniecki
5. Mixed Reality Methods. Preliminary Considerations for Multimodal Analysis of Human-Agent Interactions
   Jonathan Harth , Alexandra Hofmann
6. Take Back Control: User Privacy and Transparency Concerns in Personalized Conversational Agents
   Iris Hendrickx , Jelte van Waterschoot , Arif Khan , Louis ten Bosch , Catia Cucchiarini , Helmer Strik
7. Voice Assistant Personalities for Health Information Seeking
   Stephanie Mariko Sredojev , Simone Stumpf
8. Spoken Conversational Agents for Older Adults: Who Are the Stakeholders and What Do They Expect?
   Jelte van Waterschoot , Iris Hendrickx , Arif Khan , Catia Cucchiarini , Helmer Strik , Louis ten Bosch , Rob Tieben

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Workshop 2: Fourth Workshop on Exploratory Search and Interactive Data Analytics - ESIDA

Organized by: Dorota Glowacka, University of Helsinki; Evangelos Milios, Dalhousie University; Axel J. Soto, CONICET, DCIC-UNS; Fernando V. Paulovich, Dalhousie University; Denis Parra, Pontificia Universidad Católica; Osnat (Ossi) Mokryn, University of Haifa

1. Direct Ordering: A Direct Manipulation Based Ordering Technique
   Bharat Kale , Maoyuan Sun , Michael E. Papka
2. Exploring the "Double-Edged Sword" Effect of Auto-Insight Recommendation in Exploratory Data Analysis
   Quan Li , Huanbin Lin , Chunfeng Tang , Xiguang Wei , Zhenhui Peng , Xiaojuan Ma , Tianjian Chen ,
3. Exploration and Explanation: An Interactive Course Recommendation System for University Environments
   Boxuan Ma , Min Lu , Yuta Taniguchi , Shin’ichi Konomi
4. PaperExplorer: Personalized Exploratory Search for Conference Proceedings
   Behnam Rahdari , Peter Brusilovsky
5. ComEx: Comment Exploration on Online News Platforms
   Julian Risch , Tim Repke , Lasse Kohlmeyer , Ralf Krestel

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Workshop 3: 2nd Workshop on Human-AI Co-Creation with Generative Models - HAI-GEN 2021

Organized by: Werner Geyer, IBM Research AI; Lydia B. Chilton, Columbia University; Justin D. Weisz, IBM Research AI; Mary Lou Maher, University of North Carolina, Charlotte

1. Generative Models can Help Writers without Writing for Them
   Kenneth C. Arnold , April M. Volzer , Noah G. Madrid
2. Nine Potential Pitfalls when Designing Human-AI Co-Creative Systems
   Daniel Buschek , Lukas Mecke , Florian Lehmann , Hai Dang
3. Tone Transfer: In-Browser Interactive Neural Audio Synthesis
   Michelle Carney , Chong Li , Edwin Toh , Nida Zada , Ping Yu , Jesse Engel
4. Image Co-Creation by Non-Programmers and Generative Adversarial Networks
   Doron Friedman , Dan Pollak
5. avatars4all
   Eyal Gruss
6. CreativeSVG: A Creativity Support Tool for Abstract Background Design with Generative Vector Graphics
   Yucheng Jin , Ge Gao , Tiffany Ong , Xi Su
7. Studying the Impact of AI-based Inspiration on Human Ideation in a Co-Creative Design System
   Jingoog Kim , Mary Lou Maher , Safat Siddiqui
8. Neurosymbolic Generation of 3D Animal Shapes through Semantic Controls
   Vivian Liu , Lydia Chilton
9. Co-creating Platformer Levels with Constrained Adversarial Networks
   Paolo Morettin , Andrea Passerini , Stefano Teso
10. How Data Scientists Improve Generated Code Documentation in Jupyter Notebooks
    Michael Muller , April Yi Wang , Steven I. Ross , Justin D. Weisz , Mayank Agarwal , Kartik Talamadupula , Stephanie Houde , Fernando Martinez , John Richards , Jaimie Drozdal , Xuye Liu , David Piorkowski , Dakuo Wang
11. Multiversal views on language models
    Laria Reynolds , Kyle McDonell
12. Creative PenPal: A Virtual Embodied Conversational AI Agent to Improve User Engagement and Collaborative Experience in Human-AI Co-Creative Design Ideation
    Jeba Rezwana , Mary Lou Maher , Nicholas Davis

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Workshop 4: Healthy Interfaces Workshop - HEALTHI

Organized by: Michael Sobolev, Cornell Tech, Northwell Health; Katrin Hänsel, Cornell Tech, Northwell Health; Tanzeem Choudhury, Cornell Tech.

1. Adaptive interfaces for personalized digital wellbeing
   Hannes Bend , Spruha K Reddy , Yina Smith-Danenhower , Hoda Mahmoodzadegan , Nathalie Di Domenico , Kamran Hughes
2. Changing Salty Food Preferences with Visual and Textual Explanations in a Search Interface
   Arngeir Berge , Vegard Velle Sjøen , Alain Starke , Christoph Trattner
3. Improving Medication Adherence Behaviors Through Personalized, Technology-Powered Interventions
   Jacob T. Biehl , Ravi Patel , Adam J. Lee
4. Lena: a Voice-Based Conversational Agent for Remote Patient Monitoring in Chronic Obstructive Pulmonary Disease
   David Cleres , Frank Rassouli , Martin Brutsche , Tobias Kowatsch , Filipe Barata
5. Retrofitting Meetings for Psychological Safety
   Marios Constantinides , Sagar Joglekar , Daniele Quercia
6. PAL: Privacy-preserving Audio, Visual, and Physiological Contexts for Wearable Context-aware Behavior Change Support
   Mina Khan , Glenn Fernandes , Pattie Maes
7. A Playful Smartphone-based Self-regulation Training for the Prevention and Treatment of Child and Adolescent Obesity: Technical Feasibility and Perceptions of Young Patients
   Tobias Kowatsch , Chen-Hsuan (Iris) Shih , Yanick X. Lukic , Olivia C. Keller , Katrin Heldt , Dominique Durrer , Aikaterini Stasinaki , Dirk Büchter , Björn Brogle , Nathalie Farpour-Lambert , Dagmar l’Allemand-Jander
8. Digital Tools for the Treatment of Borderline Personality Disorder: A Critical Review of Smartphone Applications
   Timothy I. Michaels , Sonali Singal , Emily Stone , Laura Braider , John Kane
9. Beyond Data Tracking: A Proposal to Design Health Interfaces for Learning and Sharing
   Vineet Pandey
10. Personalized Meal Classification Using Continuous Glucose Monitors
    Projna Paromita , Theodora Chaspari , Seyedhooman Sajjadi , Anurag Das , Bobak J. Mortazavi , Ricardo Gutierrez-Osuna
11. Promoting Healthy Food Choices Online: A Case for Multi-List Recommender Systems
    Alain D. Starke , Christoph Trattner
12. Building interfaces for self-assessment and feedback in the EMR
    Andrew L. Yin , Inna Wanyin Lin , Pargol Gheissari

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Workshop 5: Transparency and Explainability in Adaptive Systems through User Modeling Grounded in Psychological Theory - HUMANIZE’21 Fifth Edition)

Organized by: Mark Graus, Maastricht University; Bruce Ferwerda, Jönköping University; Marko Tkalčič, University of Primorska; Panagiotis Germanakos, Intelligent Enterprise Group SAP SE, Germany, University of Cyprus

1. Adaptive Business Data Visualizations and Exploration: A Human-centred Perspective
   Christos Amyrotos , Panayiotis Andreou , Panagiotis Germanakos
2. Towards a Design Framework for Humanized AI
   Luca Iandoli , Jia Shen
3. Addressing Present Bias in Movie Recommender Systems and Beyond
   Kai Lukoff
4. Classifeye: Classification of Personal Characteristics Based on Eye Tracking Data in a Recommender System Interface
   Martijn Millecamp , Cristina Conati , Katrien Verbert
5. Tinkering: A Way Towards Designing Transparent Algorithmic User Interfaces
   Dilruba Showkat

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Workshop 6: SOcial and Cultural IntegrAtion with PersonaLIZEd Interfaces - SOCIALIZE

Organized by: Francesco Agrusti, Roma Tre University; Fabio Gasparetti, Roma Tre University; Cristina Gena, University of Torino; Giuseppe Sansonetti, Roma Tre University; Marko Tkalčič, University of Primorska

1. A Smart Assistant for Visual Recognition of Painted Scenes
   Federico Concone , Roberto Giaconia , Giuseppe Lo Re , Marco Morana
2. Cultural Situation Awareness in e-Learning Systems
   Giuseppe D’Aniello , Matteo Gaeta
3. Socially Inclusive Robots: Learning Culture-Related Gestures by Playing with Pepper
   Berardina De Carolis , Francesca D’Errico , Nicola Macchiarulo , Giuseppe Palestra
4. Exploiting Micro Facial Expressions for More Inclusive User Interfaces
   Alessio Ferrato , Carla Limongelli , Mauro Mezzini , Giuseppe Sansonetti
5. Tourism Recommender Systems as a Vehicle for Social and Cultural Inclusion
   Fabio Gasparetti , Giuseppe Sansonetti , Alessandro Micarelli
6. Sugar, Salt & Pepper - Humanoid robotics for autism
   Cristina Gena , Claudio Mattutino , Stefania Brighenti , Andrea Meirone , Francesco Petriglia , Loredana Mazzotta , Federica Liscio , Matteo Nazzario , Valeria Ricci , Camilla Quarato , Cesare Pecone , Giuseppe Piccinni
7. Information Extraction for Inclusive Recommender Systems
   Noemi Mauro , Liliana Ardissono , Stefano Cocomazzi , Federica Cena
8. Introducing empathy into recommender systems as a tool for promoting social cohesion
   Alan Wecker , Tsvi Kuflik , Paul Mulholland , Belen Diaz-Agudo , Thomas Anthony Pedersen

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Workshop 7: Transparency and Explanations in Smart Systems - TExSS

Organized by: Alison Smith-Renner, Machine Learning Visualization Lab, DAC/WBB; Styliani Kleanthous, Loizou Cyprus Centre for Algorithmic Transparency, Open University of Cyprus; Jonathan Dodge, Oregon State University; Casey Dugan, IBM Research; Min Kyung Lee, University of Texas at Austin; Brian Y Lim, National University of Singapore; Tsvi Kuflik, University of Haifa; Advait Sarkar, Microsoft Research; Avital Shulner-Tal, University of Haifa; Simone Stumpf, Centre for HCI Design, University of London

1. Making Business Partner Recommendation More Effective: Impacts of Combining Recommenders and Explanations through User Feedback
   Oznur Alkan , Massimiliano Mattetti , Sergio Cabrero Barros , Elizabeth M. Daly
2. Investigating Explanations that Target Training Data
   Ariful Islam Anik , Andrea Bunt
3. Machine Learning Explanations as Boundary Objects: How AI Researchers Explain and Non-Experts Perceive Machine Learning
   Amid Ayobia , Katarzyna Stawarz , Dmitri Katz , Paul Marshall , Taku Yamagata , Raúl Santos-Rodríguez , Peter Flach , Aisling Ann O'Kane
4. Contextualising local explanations for non-expert users: an XAI pricing interface for insurance
   Clara Bove , Jonathan Aigrain , Marie-Jeanne Lesot , Charles Tijus , Marcin Detyniecki
5. Position: Who Gets to Harness (X)AI? For Billion-Dollar Organizations Only
   Jonathan Dodge
6. Explaining complex machine learning platforms to members of the general public
   Rachel Eardley , Ewan Soubutts , Amid Ayobi , Rachael Gooberman-Hill , Aisling O'Kane
7. The human-AI relationship in decision-making: AI explanation to support people on justifying their decisions
   Juliana J. Ferreira , Mateus S. Monteiro
8. Open, Scrutable and Explainable Interest Models for Transparent Recommendation
   Mouadh Guesmi , Mohamed Amine Chatti , Yiqi Sun , Shadi Zumor , Fangzheng Ji , Arham Muslim , Laura Vorgerd , Shoeb Ahmed Joarder
9. Developing a Symbiotic Workflow between Pathologists and AI through Parameterization and Implicitization
   Mohammad Hossein Jarrahi , Mohammad Haeri
10. 3D4ALL: Toward an Inclusive Pipeline to Classify 3D Contents
    Nahyun Kwon , Chen Liang , Jeeeun Kim
11. AI Healthcare System Interface: Explanation Design for Non-Expert User Trust
    Retno Larasati , Anna De Liddo , Enrico Motta
12. A Study on Fairness and Trust Perceptions in Automated Decision Making
    Jakob Schoeffer , Yvette Machowski , Niklas Kuehl
13. Design Methods for Artificial Intelligence Fairness and Transparency
    Simone Stumpf , Lorenzo Strappelli , Subeida Ahmed , Yuri Nakao , Aisha Naseer , Giulia Del Gamba , Daniele Regoli
14. Understanding How Customers Attribute Accountability in Food Delivery Breakdowns
    Joice Tang , Ning F. Ma , Dongwook Yoon
15. Smart move? A case study on the operationalization of transparency and explainability in an open source career transition algorithm
    Chantale Tippett
16. The Tension Between Information Justice and Security: Perceptions of Facial Recognition Targeting
    Elizabeth Anne Watkins
17. How to Manage Output Uncertainty: Targeting the Actual End User Problem in Interactions with AI
    Zelun Tony Zhang , Heinrich Hußmann