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