Vol-3518
urn:nbn:de:0074-3518-4

Copyright © 2023 for the individual papers by the papers' authors. Copyright © 2023 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).

XAI.it 2023
Italian Workshop on Explainable Artificial Intelligence 2023

Proceedings of the 4th Italian Workshop on Explainable Artificial Intelligence
co-located with 22nd International Conference of the Italian Association for Artificial Intelligence(AIxIA 2023)

Roma, Italy, November 8, 2023.

Edited by

Cataldo Musto *
Riccardo Guidotti
Anna Monreale
Erasmo Purificato ***
Giovanni Semeraro *

* University of Bari 'Aldo Moro', Department of Computer Science, Bari, Italy
** University of Pisa, Department of Computer Science, Pisa, Italy
*** Otto von Guericke University Magdeburg, Faculty of Computer Science, Magdeburg, Germany

Table of Contents

Preface
Summary: There were 10 papers submitted for peer-review to this workshop. Out of these, 7 papers were accepted for this volume, 7 as regular papers and 0 as short papers.

Long Papers

Understanding Deep RL Agent Decisions: a Novel Interpretable Approach with Trainable Prototypes 1-14
Caterina Borzillo, Alessio Ragno, Roberto Capobianco
Unboxing the Black-Box of Deep Learning Based Reconstruction of Undersampled MRIss 15-28
Soumick Chatterjee, Arnab Das, Rupali Khatun, Andreas Nürnberger
Rationale Trees: Towards a Formalization of Human Knowledge for Explainable Natural Language Processing 29-46
Andrea Tocchetti, Jie Yang, Marco Brambilla
Investigating Human-Centered Perspectives in Explainable Artificial Intelligence 47-66
Muhammad Suffian, Ilia Stepin, Jose Maria Alonso-Moral, Alessandro Bogliolo
Irrelevant Explanations: a Logical Formalization and a Case Study 67-75
Simona Colucci, Tommaso Di Noia, Francesco M. Donini, Claudio Pomo, Eugenio Di Sciascio
SHAP-based Explanations to Improve Classification Systems 76-86
Andrea Apicella, Salvatore Giugliano, Francesco Isgrò, Roberto Prevete
A Flexible Metric-Based Approach to Assess Neural Network Interpretability in Image Classification 87-98
Andrea Colombo, Laura Fiorenza, Sofia Mongardi

2023-10-23: submitted by Cataldo Musto, metadata incl. bibliographic data published under Creative Commons CC0
2023-10-23: published on CEUR Workshop Proceedings (CEUR-WS.org, ISSN 1613-0073) |valid HTML5|