Artificial Intelligence, Responsibility Attribution, and a Relational Justification of Explainability

This paper discusses the problem of responsibility attribution raised by the use of artificial intelligence (AI) technologies. It is assumed that only humans can be responsible agents; yet this alone already raises many issues, which are discussed starting from two Aristotelian conditions for responsibility. Next to the well-known problem of many hands, the issue of “many things” is identified and the temporal dimension is emphasized when it comes to the control condition. Special attention is given to the epistemic condition, which draws attention to the issues of transparency and explainability. In contrast to standard discussions, however, it is then argued that this knowledge problem regarding agents of responsibility is linked to the other side of the responsibility relation: the addressees or “patients” of responsibility, who may demand reasons for actions and decisions made by using AI. Inspired by a relational approach, responsibility as answerability thus offers an important additional, if not primary, justification for explainability based, not on agency, but on patiency.

[1]  Klaus-Robert Müller,et al.  Explainable Artificial Intelligence: Understanding, Visualizing and Interpreting Deep Learning Models , 2017, ArXiv.

[2]  James H. Moor,et al.  The Nature, Importance, and Difficulty of Machine Ethics , 2006, IEEE Intelligent Systems.

[3]  C. Allen,et al.  Moral Machines: Teaching Robots Right from Wrong , 2008 .

[4]  F. Allan Hanson,et al.  Beyond the skin bag: on the moral responsibility of extended agencies , 2009, Ethics and Information Technology.

[5]  David J. Gunkel The other question: can and should robots have rights? , 2017, Ethics and Information Technology.

[6]  P. Groenewegen,et al.  Questioning Big Data: Crowdsourcing crisis data towards an inclusive humanitarian response , 2016, Big Data Soc..

[7]  A. Lingis,et al.  Totality and infinity : an essay on exteriority , 1969 .

[8]  Tim Miller,et al.  Explanation in Artificial Intelligence: Insights from the Social Sciences , 2017, Artif. Intell..

[9]  Julian Nida-Rümelin,et al.  Responsibility for Crashes of Autonomous Vehicles: An Ethical Analysis , 2014, Science and Engineering Ethics.

[10]  Luciano Floridi,et al.  On the Morality of Artificial Agents , 2004, Minds and Machines.

[11]  Mariarosaria Taddeo,et al.  The ethics of algorithms: Mapping the debate , 2016, Big Data Soc..

[12]  Deborah G. Johnson Computer systems: Moral entities but not moral agents , 2006, Ethics and Information Technology.

[13]  Mariarosaria Taddeo,et al.  How AI can be a force for good , 2018, Science.

[14]  Joanna Bryson,et al.  Patiency Is Not a Virtue: AI and the Design of Ethical Systems , 2016, AAAI Spring Symposia.

[15]  Michael McKenna,et al.  Putting the lie on the control condition for moral responsibility , 2008 .

[16]  Amina Adadi,et al.  Peeking Inside the Black-Box: A Survey on Explainable Artificial Intelligence (XAI) , 2018, IEEE Access.

[17]  B. Stahl Responsible computers? A case for ascribing quasi-responsibility to computers independent of personhood or agency , 2006, Ethics and Information Technology.

[18]  Jon M. Kleinberg,et al.  Discrimination in the Age of Algorithms , 2018, SSRN Electronic Journal.

[19]  sara suárez-Gonzalo Tay is you. The attribution of responsibility in the algorithmic culture. , 2019, Observatorio (OBS*).

[20]  Arvind Narayanan,et al.  Semantics derived automatically from language corpora contain human-like biases , 2016, Science.

[21]  Jacob Turner,et al.  Robot Rules , 2018 .

[22]  John P. Sullins When Is a Robot a Moral Agent , 2006 .

[23]  David J. Gunkel Mind the gap: responsible robotics and the problem of responsibility , 2020, Ethics and Information Technology.

[24]  Mikko Kangassalo The epistemic condition for moral responsibility : an examination of the searchlight view, George Sher's alternative, and a pragmatic view , 2019 .

[25]  N Shaw,et al.  Who is responsible? , 1998, SAAD digest.

[26]  Mark Coeckelbergh,et al.  Virtual moral agency, virtual moral responsibility: on the moral significance of the appearance, perception, and performance of artificial agents , 2009, AI & SOCIETY.

[27]  Sjoerd Zwart,et al.  The Problem of Many Hands: Climate Change as an Example , 2011, Sci. Eng. Ethics.

[28]  Mark Coeckelbergh Moral Responsibility, Technology, and Experiences of the Tragic: From Kierkegaard to Offshore Engineering , 2012, Sci. Eng. Ethics.

[29]  Matthew Crosby,et al.  Association for the Advancement of Artificial Intelligence , 2014 .

[30]  P. Verbeek,et al.  Materializing Morality , 2006 .

[31]  Sven Nyholm,et al.  The Ethics of Accident-Algorithms for Self-Driving Cars: an Applied Trolley Problem? , 2016, Ethical Theory and Moral Practice.

[32]  Andreas Matthias,et al.  The responsibility gap: Ascribing responsibility for the actions of learning automata , 2004, Ethics and Information Technology.

[33]  Marlies van Steenbergen,et al.  Ethics by Design: Necessity or Curse? , 2018, AIES.

[34]  S. Shavell The Mistaken Restriction of Strict Liability to Uncommon Activities , 2018 .

[35]  Paolo Sommaggio,et al.  Break the chains: a new way to consider machine’s moral problems , 2018 .

[36]  M. Coeckelbergh,et al.  Moral appearances: emotions, robots, and human morality , 2010, Ethics and Information Technology.

[37]  J. Davenport Responsibility and Control: A Theory of Moral Responsibility , 2000 .

[38]  Aristotle,et al.  THE NICOMACHEAN ETHICS , 1990 .