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

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