|  | Vol-3615 urn:nbn:de:0074-3615-7 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).

# BEWARE 2023
Bias, Ethical AI, Explainability and the role of Logic and Logic Programming

### Proceedings of the 2nd Workshop on Bias, Ethical AI, Explainability and the role of Logic and Logic Programming
co-located with the 22nd International Conference of the Italian Association for Artificial Intelligence (AI*IA 2023)

### Rome, Italy, November 6, 2023.

Edited by

### Guido Boella1
Fabio Aurelio D'Asaro2
Abeer Dyoub3
Laura Gorrieri1
Francesca A. Lisi4
Chiara Manganini5
Giuseppe Primiero5

1University of Turin, Italy
2University of Verona, Italy
3University of L'Aquila, Italy
4University of Bari, Italy
5University of Milan, Italy

## Table of Contents

- Preface
  Summary: There were 11 papers submitted for peer-review to this workshop. Out of these, 9 papers were accepted for this volume, 5 as regular papers and 4 as short papers.

### Regular Papers

- Unveiling Opaque Predictors via Explainable Clustering: The CReEPy Algorithm 1-14
  Federico Sabbatini, Roberta Calegari
- Bridging Human Concepts and Computer Vision for Explainable Face Verification 15-29
  Miriam Doh, Caroline Mazini Rodrigues, Nicolas Boutry, Laurent Najman, Matei Mancas, Hugues Bersini
- Exploring Ethical and Conceptual Foundations of Human-Centred Symbiosis with Artificial Intelligence 30-43
  Antonio Carnevale, Antonio Lombardi, Francesca Alessandra Lisi
- BRIOxAlkemy: a Bias Detecting Tool 44-60
  Greta Coraglia, Fabio Aurelio D'Asaro, Francesco Antonio Genco, Davide Giannuzzi, Davide Posillipo, Giuseppe Primiero, Christian Quaggio
- Towards a Logical Foundation of Randomized Computation 61-72
  Melissa Antonelli

### Short Papers

- An Italian Dataset for the Analysis of Gender Stereotypes in Textual Documents 73-78
  Silvana Badaloni, Antonio Rodà, Martino Scagnet
- An XAI-Based Masking Approach to Improve Classification Systems 79-83
  Andrea Apicella, Salvatore Giugliano, Francesco Isgrà, Andrea Pollastro, Roberto Prevete
- Inductive Logic Programming for Transparent Alignment with Multiple Moral Values 84-88
  Celeste Veronese, Daniele Meli, Filippo Bistaffa, Manel Rodríguez-Soto, Alessandro Farinelli, Juan A. Rodríguez-Aguilar
- A Logical Approach to Algorithmic Opacity 89-95
  Mattia Petrolo, Ekaterina Kubyshkina, Giuseppe Primiero

2023-12-28: submitted by Fabio Aurelio D'Asaro, metadata incl. bibliographic data published under Creative Commons CC0
2024-01-12: published on CEUR Workshop Proceedings (CEUR-WS.org, ISSN 1613-0073) |valid HTML5|