XAI.it 2020
Italian Workshop on Explainable Artificial Intelligence 2020

Table of Contents

• Preface
  
  

Long Papers

• Decision Explanation: Applying Contextual Importance and Contextual Utility in Affect Detection 1-13
  Nazanin Fouladgar, Marjan Alirezaie, Kary Framling
• Learning Simplified Functions to Understand 14-28
  Bruno Apolloni, Ernesto Damiani
• Understanding Automatic COVID-19 Classification Using Chest X-ray images 29-40
  Pierangela Bruno, Cinzia Marte, Francesco Calimeri
• SeXAI: Introducing Concepts into Black Boxes for Explainable Artificial Intelligence 41-54
  Ivan Donadello, Mauro Dragoni
• Argumentation and Logic Programming for Explainable and Ethical AI 55-68
  Roberta Calegari, Andrea Omicini, Giovanni Sartor
• Towards a Logic of "Inferable'' for Self-Aware Transparent Logical Agents 68-79
  Stefania Costantini, Valentina Pitoni

Short Papers

• A Philosophical Approach for a Human-centered Explainable AI 80-86
  Luca Capone, Marta Bertolaso
• Is Explanation the Real Key Factor for Innovation? 87-95
  Matteo Baldoni, Cristina Baroglio, Roberto Micalizio, Stefano Tedeschi
• Considerations for Applying Logical Reasoning to Explain Neural Network Outputs 96-103
  Federico Maria Cau, Lucio Davide Spano, Nava Tintarev
• Approaching Explainable Recommendations for Personalized Social Learning: the Current Stage in the Educational Platform "WhoTeach" 104-111
  Luca Marconi, Ricardo Anibal Matamoros Aragon, Italo Zoppis, Sara Manzoni, Giancarlo Mauri, Francesco Epifania
• Pat-in-the-loop: Syntax-based Neural Networks with Activation Visualization and Declarative Control 112-118
  Fabio Massimo Zanzotto, Dario Onorati, Pierfrancesco Tommasino, Andrea Santilli, Leonardo Ranaldi, Francesca Fallucchi
• Understanding Deep Learning with Activation Pattern Diagrams 119-126
  Francesco Craighero, Alex Graudenzi, Fabrizio Angaroni, Fabio Stella, Marco Antoniotti
• Towards a Conditional Interpretation of Self Organizing Maps 127-134
  Laura Giordano, Valentina Gliozzi, Daniele Theseider Dupré
• Interacting with Features: Visual Inspection of Black-box Fault Type Classification Systems in Electrical Grids 135-141
  Carmelo Ardito, Yashar Deldjoo, Eugenio Di Sciascio, Fatemeh Nazary