XAI.it 2022
Italian Workshop on Explainable Artificial Intelligence 2022

Table of Contents

• Preface
  
  Summary: There were 13 papers submitted for peer-review to this workshop. Out of these, 9 papers were accepted for this volume, 8 as regular papers and 1 as short papers.

Long Papers

• Toward the Application of XAI Methods in EEG-based Systems 1-15
  Andrea Apicella, Francesco Isgro, Andrea Pollastro, Roberto Prevete
• On the Behaviour of BERT's Attention for the Classification of Medical Reports 16-30
  Luca Putelli, Alfonso Emilio Gerevini, Alberto Lavelli, Tahir Mehmood, Ivan Serina
• Evaluating the Practicality of Counterfactual Explanations 31-50
  Nina Spreitzer, Hinda Haned, Ilse van der Linden
• Tell Me Why It’s Fake: Developing an Explainable User Interface for a Fake News Detection System 51-63
  Erasmo Purificato, Saijal Shahania, Ernesto William De Luca
• Benchmark Analysis of Black Box Local Explanation Methods 73-87
  Francesca Naretto, Francesco Bodria, Fosca Giannotti, Dino Pedreschi
• Ensemble Approaches for Graph Counterfactual Explanations 88-97
  Mario Alfonso Prado-Romero, Bardh Prenkaj, Giovanni Stilo, Alessandro Celi, Ernesto Estevanell-Valladares, Daniel Alejandro Valdes-Perez
• A Human-readable Explanation for the Similarity of RDF Resources 88-103
  Simona Colucci, Francesco M. Donini, Eugenio Di Sciascio
• Fed-XAI: Federated Learning of Explainable Artificial Intelligence Models 104-117
  Josè Luis Corcuera Bàrcena, Mattia Daole, Pietro Ducange, Francesco Marcelloni, Alessandro Renda, Fabrizio Ruffini, Alessio Schiavo

Short Papers

• Towards a Conditional and Multi-preferential Approach to Explainability of Neural Network Models in Computational Logic (Extended Abstract) 64-72
  Mario Alviano, Francesco Bartoli, Marco Botta, Roberto Esposito, Laura Giordano, Valentina Gliozzi, Daniele Theseider Dupré