XAI.it 2021
Italian Workshop on Explainable Artificial Intelligence 2021

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