NeHuAI 2020
First International Workshop on New Foundations for Human-Centered AI

Table of Contents

• Foreword
  
  

Session "AI and humans"

• Bias in machine learning - what is it good for? 3-10
  Thomas Hellström , Virginia Dignum , Suna Bensch
• Personal dynamic memories are necessary to deal with meaning and understanding in human-centric AI 11-16
  Luc Steels

Session "Explainable AI"

• LionForests: local interpretation of random forests 17-24
  Ioannis Mollas , Nick Bassiliades , Ioannis Vlahavas , Grigorios Tsoumakas
• A new OWLAPI interface for HEX-programs applied to explaining contingencies in production planning 25-31
  Peter Schüller

Session "Collaborative AI"

• Collaborative-AI: social robots accompanying and approaching people 33-37
  Alberto Sanfeliu , Anais Garrell , Ely Repiso
• On human-AI collaboration in artistic performance 38-43
  Alessandro Saffiotti , Peter Fogel , Peter Knudsen , Luis de Miranda , Oscar Thörn

Session "Integrative AI"

• Teaching the old dog new tricks: supervised learning with constraints 44-51
  Fabrizio Detassis , Michele Lombardi , Michela Milano
• Injecting domain knowledge in neural networks: a controlled experiment on a constrained problem 52-58
  Mattia Silvestri , Michele Lombardi , Michela Milano

Short papers

• How to center AI on humans 59-62
  Frank Dignum , Virginia Dignum
• Identifying the "right" level of explanation in a given situation 63-66
  Valérie Beaudoin , Isabelle Bloch David Bounie , Stéphan Clémençon Florence D'alché-Buc , James Eagan , Winston Maxwell , Pavlo Mozharovskyi , Jayneel Parekh
• Opening the software engineering toolbox for the assessment of trustworthy AI 67-70
  Mohit Ahuja , Mohamed-Bachir Belaid , Pierre Bernabe , Mathieu Collet , Arnaud Gotlieb , Chhagan Lal , Dusica Marijan , Sagar Sen , Aizaz Sharif , Helge Spieker
• Inference in relational neural machines 71-74
  Giuseppe Marra , Francesco Giannini , Faggi Lapo , Michelangelo Diligenti , Marco Gori , Marco Maggini
• An agile framework for trustworthy AI 75-78
  Stefan Leijnen , Huib Aldewereld , Rudy van Belkom , Roland Bijvank , Roelant Ossewaarde
• Mediating joint intention with a dialogue management system 79-82
  Michele Persiani , Maitreyee Tewari
• Unsupervised vehicle counting via multiple camera domain adaptation 82-85
  Luca Ciampi , Carlos Santiago , Joao Paulo Costeira , Claudio Gennaro , Giuseppe Amato