MAI-XAI 2025
Multimodal, Affective and Interactive eXplainable AI 2025

Table of Contents

• Preface
  Summary: There were 18 papers submitted for peer-review to this workshop. Out of these, 9 papers were accepted for this volume, 8 as regular papers and 1 as short paper.

Regular Papers

• Evaluating the Reliability of Large Language Model-Generated Explanations in Dialogue-Based XAI
  Isabel Feustel , Niklas Rach , Wolfgang Minker , Stefan Ultes
• Influence of Prior and Task Generated Emotions on XAI Explanation Retention and Understanding
  Birte Richterl , Christian Schütze , Anna Aksonova , Julian Leichert , Britta Wrede
• Explaining Bayesian Networks Reasoning to the General Public: Insights from the User Study
  Nikolay Babakov , Ehud Reiter , Alberto Bugarín
• Am I Being Treated Fairly? A Conceptual Framework for Individuals to Ascertain Fairness
  Juliett Suárez-Ferreira , Marija Slavkovik , Jorge Casillas
• Adaptive XAI in High Stakes Environments: Modeling Swift Trust with Multimodal Feedback in Human AI Teams
  Nishani Fernando , Bahareh Nakisa , Adnan Ahmad , Mohammad Naim Rastgoo
• Unimodal vs Multimodal Coupling in Emotion Recognition: An Explainable Framework using Physiological States and Transitions
  Anubhav , Kantaro Fujiwara
• Exploring Structural Brain Connectivity in Term and Preterm Infants with Explainable AI and Fuzzy Logic
  Katherine Birch , Alberto Durán-López , Daniel Bolaños-Martinez , Chandresh Pravin , Maria Bermudez-Edo , Roman Bauer , Suparna De
• On Modifying the Perception of a Neural Network
  Manuel de Sousa Ribeiro , João Leite

Short Papers

• XAI in Medical Image Report Generation: Unlocking Stress Testing as a Responsible AI Practice for Multimodal Models
  Flávia Carvalhido , Henrique Lopes Cardoso , Vitor Cerqueira , Carlos Soares