Statistics and explainability: a fruitful alliance

V Ghidini - arXiv preprint arXiv:2404.19301, 2024 - arxiv.org
In this paper, we propose standard statistical tools as a solution to commonly highlighted
problems in the explainability literature. Indeed, leveraging statistical estimators allows for a …

The Anatomy of Explanations for Artificial Intelligence: How Explanations and Explainability Can Be Defined in the Context of Black-Box Algorithms and the GDPR

S Hoek - 2023 - studenttheses.uu.nl
Over the last few years, there has been an increasing interest in the transparency of
computational models, in particular systems that are referred to as 'black-box models'. These …

[PDF][PDF] Chatbots as moral and immoral machines

O Bendel - Implementing Artefacts in Machine Ethics. CHI …, 2019 - robophilosophy.com
Machine ethics is a young discipline that deals with machine morality or artificial morality,
just as artificial intelligence (AI) deals with artificial intelligence [1, 4, 12, 16]. The carriers of …

There is no" I" in" robot": Robots and utilitarianism

C Grau - IEEE Intelligent Systems, 2006 - ieeexplore.ieee.org
Utilizing the film I, Robot as a springboard, this article considers the feasibility of robot
utilitarians, the moral responsibilities that come with the creation of ethical robots, and the …

Towards a Unified Framework for Evaluating Explanations

JD Pinto, L Paquette - arXiv preprint arXiv:2405.14016, 2024 - arxiv.org
The challenge of creating interpretable models has been taken up by two main research
communities: ML researchers primarily focused on lower-level explainability methods that …

[PDF][PDF] Toward non-intuition-based machine ethics

JN Hooker, TW Kim - Proceedings of AAAI/ACM conference on …, 2018 - business-ethics.net
No one has done more to develop machine ethics than Anderson and Anderson (2007,
2010, 2011, 2014, 2015a, 2015b; with Armen, 2006; with Berenz, 2017). Throughout the …

Artificial moral agency in technoethics

JP Sullins - Handbook of research on technoethics, 2009 - igi-global.com
This chapter will argue that artificial agents created or synthesized by technologies such as
artificial life (ALife), artificial intelligence (AI), and in robotics present unique challenges to …

[PDF][PDF] Artificial Moral Agency: Philosophical Assumptions, Methodological Challenges, and Normative Solutions

D Behdadi, C Munthe - Manuscript under Consideration for …, 2018 - academia.edu
The field of" machine ethics" has raised the issue of the moral agency and responsibility of
artificial entities, like computers and robots under the heading of" artificial moral …

The Generalizability of Explanations

H Tan - 2023 International Joint Conference on Neural …, 2023 - ieeexplore.ieee.org
Due to the absence of ground truth, objective evaluation of explainability methods is an
essential research direction. So far, the vast majority of evaluations can be summarized into …

A means-end account of explainable artificial intelligence

O Buchholz - Synthese, 2023 - Springer
Explainable artificial intelligence (XAI) seeks to produce explanations for those machine
learning methods which are deemed opaque. However, there is considerable disagreement …