Vol-3013⫷ Vol-3014 ⫸Vol-3015
urn:nbn:de:0074-3014-3

Copyright © 2021 for the individual papers by the papers' authors. Copyright © 2021 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 2021
Italian Workshop on Explainable Artificial Intelligence 2021

Proceedings of the 2nd Italian Workshop on Explainable Artificial Intelligence
co-located with 20th International Conference of the Italian Association for Artificial Intelligence( AIxIA 2021 )

Online Event, December 1-3, 2021 .

Edited by

Cataldo Musto *
Riccardo Guidotti
Anna Monreale
Giovanni Semeraro *

* University of Bari 'Aldo Moro' , Department of Computer Science, Bari, Italy
** University of Pisa , Department of Computer Science, Pisa, Italy

Table of Contents

Preface
Summary: There were 8 papers submitted for peer-review to this workshop. Out of these, 6 papers were accepted for this volume, 6 as regular papers and 0 as short papers.

Long Papers

Bridging Signals to Natural Language Explanations with Explanation Graphs 1-13
Ivan Donadello , Mauro Dragoni
Interactive Label Cleaning with Example-based Explanations 14-28
Stefano Teso , Andrea Bontempelli , Fausto Giunchiglia Andrea Passerini
Efficient and Simple Prediction Explanations with GroupShapley: A Practical Perspective 28-43
Martin Jullum , Annabelle Redelmeier Kjersti Aas
Explanations in Terms of Hierarchically Organised Middle Level Features 44-57
Andrea Apicella , Salvatore Giugliano , Francesco Isgrò Roberto Prevete
What's Wrong with Deep Learning for Meaning Understanding 57-71
Rodolfo Delmonte
LRP-Based Argumentative Explanations for Neural Networks 71-85
Purin Sukpanichnant , Antonio Rago Piyawat Lertvittayakumjorn , Francesca Toni

2021-11-17: submitted by Cataldo Musto, metadata incl. bibliographic data published under Creative Commons CC0
2021-11-19 : published on CEUR Workshop Proceedings (CEUR-WS.org, ISSN 1613-0073) | valid HTML5 |