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