Goodhart's Law Applies to NLP's Explanation Benchmarks

J Hsia, D Pruthi, A Singh, ZC Lipton - arXiv preprint arXiv:2308.14272, 2023 - arxiv.org
Despite the rising popularity of saliency-based explanations, the research community
remains at an impasse, facing doubts concerning their purpose, efficacy, and tendency to …

The nature and importance of machine ethics

JH Moor - Machine Ethics: Papers from the 2005 AAAI Fall …, 2005 - cdn.aaai.org
Normative notions have played a role in AI since its inception. The concept of intelligence is
a normatively loaded notion. If every action counted as intelligent, AI would be very easy. But …

Helpful, misleading or confusing: How humans perceive fundamental building blocks of artificial intelligence explanations

E Small, Y Xuan, D Hettiachchi, K Sokol - arXiv preprint arXiv:2303.00934, 2023 - arxiv.org
Explainable artificial intelligence techniques are developed at breakneck speed, but suitable
evaluation approaches lag behind. With explainers becoming increasingly complex and a …

Moral mechanisms

D Davenport - Philosophy & Technology, 2014 - Springer
As highly intelligent autonomous robots are gradually introduced into the home and
workplace, ensuring public safety becomes extremely important. Given that such machines …

[引用][C] Towards intelligible and robust surrogate explainers: A decision tree perspective

K Sokol - 2021 - University of Bristol

An analysis of machine ethics from the perspective of autonomy

M Verdicchio - Philosophy and Computing: Essays in Epistemology …, 2017 - Springer
Abstract Machine ethics has been proposed as a new discipline at the intersection of ethics
and computer science, aimed at investigating computational models of ethical principles to …

The need for standardized explainability

O Benchekroun, A Rahimi, Q Zhang… - arXiv preprint arXiv …, 2020 - arxiv.org
Explainable AI (XAI) is paramount in industry-grade AI; however existing methods fail to
address this necessity, in part due to a lack of standardisation of explainability methods. The …

[PDF][PDF] Ethical implementation: A challenge for machine ethics

RS Tonkens - 2 nd Symposium on Computing and Philosophy, 2009 - academia.edu
The discipline of Machines Ethics, whose mandate is to create artificial moral agents
(AMAs), is gaining momentum. Although it is often asked whether a given moral framework …

A Survey on Explainability: Why should we believe the accuracy of a model?

P Dutta, NB Muppalaneni, R Patgiri - 2020 - preprints.org
The world has been evolving with new technologies and advances day-by-day. With the
advent of various learning technologies in every field, the research community is able to …

The status of machine ethics: a report from the AAAI Symposium

M Anderson, SL Anderson - Minds and Machines, 2007 - Springer
This paper is a summary and evaluation of work presented at the AAAI 2005 Fall
Symposium on Machine Ethics that brought together participants from the fields of Computer …