|  | Vol-3903 urn:nbn:de:0074-3903-X Copyright © 2024 for the individual papers by the papers' authors. Copyright © 2024 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).

# AIxHMI 2024
3rd Workshop on Artificial Intelligence for Human-Machine Interaction 2024

### Proceedings of the 3rd Workshop on Artificial Intelligence for Human-Machine Interaction 2024
co-located with the 23rd International Conference of the Italian Association for Artificial Intelligence (AIxIA 2024)

### Bolzano, Italy, November 26, 2024.

Edited by

### Aurora Saibene 1,2
Silvia Corchs 2,3
Simone Fontana 1
Jordi Solé-Casals 4,5

1 University of Milano-Bicocca, Viale Sarca 336, 20126, Milano, Italy
2 NeuroMI, Milan Center for Neuroscience, Piazza dell’Ateneo Nuovo 1, 20126, Milano, Italy
3 University of Insubria, Via O. Rossi 9, 21100, Varese, Italy
4 University of Vic-Central University of Catalonia, C de la Laura 13, 08500, Vic, Barcelona, Spain
5 Department of Psychiatry, University of Cambridge, Cambridge, CB2 0SZ, UK

## Table of Contents

- Preface
  Summary: There were 13 papers submitted for peer-review to this workshop. Out of these, 12 papers were accepted for this volume, 5 as regular papers and 5 as short papers.

### Invited Talks

- AI to detect Parkinson’s disease symptoms via wearables: from detection to management to treatment
  Chiara Capra
- AI personalised models based on subjective data
  Francesca Gasparini
- The role of physiological signals in human-machine interaction
  Angelika Peer

### Abstracts

- Assessing appropriate reliance: a framework for evaluating AI influence on user decision-making
  Caterina Fregosi, Andrea Campagner, Chiara Natali, Federico Cabitza
- Co-design of scenarios for interacting with a NAO robot in treating autism spectrum condition
  N. Alberto Borghese, Francesca Ciardo, Eleonora Chitti, Raffaele Scuotto, Rossana Actis-Grosso, Filippo Cavallo, Laura Fiorini, Lorenzo Pugi, Benedetta Olivari, Maria Antonia Tedoldi, Cecilia Carenzi, Paola Ricciardelli

### Papers

- Digital biomarkers of mood states from speech in bipolar disorder (short paper) 1-7
  Cristina Crocamo, Aurelia Canestro, Dario Palpella, Riccardo M. Cioni, Christian Nasti, Susanna Piacenti, Alessandra Bartoccetti, Martina Re, Valentina Simonetti, Chiara Barattieri di San Pietro, Maria Bulgheroni, Francesco Bartoli, Giuseppe Carrà
- A protocol to evaluate the impact of visual distractors on driving attention using a virtual reality simulator (short paper) 8-16
  Simone Fontana, Andrea Massironi, Marco Petilli, Carlotta Lega, Emanuela Bricolo
- Rule enforcement in LLMs: a parameter efficient fine-tuning approach with self-generated training dataset 17-32
  Daniele Franch, Pierluigi Roberti, Enrico Blanzieri
- A multi-source deep learning model for music emotion recognition 33-43
  Sofia Cazzaniga, Francesca Gasparini, Aurora Saibene
- ARnopoly: exploring strengths and weaknesses of AR experience enhancing board games (short paper) 44-50
  Eleonora Chitti, Andrea Barbagallo, Andrea Delia, N. Alberto Borghese
- The ability of generative AI to express emotions through abstract images: a preliminary study design (short paper) 51-56
  Fabrizio Serrao, Alberto Gallace, Marcello Gallucci, Alessandro Gabbiadini
- Habit Coach: Customising RAG-based chatbots to support behavior change 57-70
  Arian Fooroogh Mand Arabi, Cansu Koyuturk, Michael O'Mahony, Raffaella Calati, Dimitri Ognibene
- Unimib Assistant: designing a student-friendly RAG-based chatbot for all their needs 71-82
  Chiara Antico, Stefano Giordano, Cansu Koyuturk, Dimitri Ognibene
- Are we all good actors? A study on the feasibility of generalizing speech emotion recognition models 83-92
  Alessandra Grossi, Alberto Milella, Riccardo Mattia, Francesca Gasparini
- Soundscapes of the soul: armonia vitale (short paper) 93-101
  Federica Perez, Claudia Rabaioli

2024-12-23: submitted by Aurora Saibene, metadata incl. bibliographic data published under Creative Commons CC0
2025-01-18: published on CEUR Workshop Proceedings (CEUR-WS.org, ISSN 1613-0073) |valid HTML5|