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