Vol-3517⫷ Vol-3518 ⫸Vol-3519
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 |