Understanding from machine learning models

E Sullivan - The British Journal for the Philosophy of Science, 2022 - journals.uchicago.edu
Simple idealized models seem to provide more understanding than opaque, complex, and
hyper-realistic models. However, an increasing number of scientists are going in the …

Explainable AI and causal understanding: Counterfactual approaches considered

S Baron - Minds and Machines, 2023 - Springer
The counterfactual approach to explainable AI (XAI) seeks to provide understanding of AI
systems through the provision of counterfactual explanations. In a recent systematic review …

Understanding

SR Grimm - The Routledge companion to epistemology, 2011 - api.taylorfrancis.com
One way to delineate the concept of epistemically rational belief is to locate it in relation to
other core concepts of epistemology, especially those of knowledge and justified belief …

Explanatory pragmatism: a context-sensitive framework for explainable medical AI

R Nyrup, D Robinson - Ethics and information technology, 2022 - Springer
Explainable artificial intelligence (XAI) is an emerging, multidisciplinary field of research that
seeks to develop methods and tools for making AI systems more explainable or …

Recent work in the epistemology of understanding

M Hannon - American Philosophical Quarterly, 2021 - scholarlypublishingcollective.org
The philosophical interest in the nature, value, and varieties of human understanding has
swelled in recent years. This article will provide an overview of new research in the …

Understanding, idealization, and explainable AI

W Fleisher - Episteme, 2022 - cambridge.org
Many AI systems that make important decisions are black boxes: how they function is
opaque even to their developers. This is due to their high complexity and to the fact that they …

Grasp and scientific understanding: a recognition account

M Strevens - Philosophical Studies, 2024 - Springer
To understand why a phenomenon occurs, it is not enough to possess a correct explanation
of the phenomenon: you must grasp the explanation. In this formulation,“grasp” is a …

Transmitting understanding and know-how

SR Grimm - What the ancients offer to contemporary epistemology, 2019 - taylorfrancis.com
Among contemporary epistemologists and scholars of ancient philosophy, one often hears
that transmitting propositional knowledge by testimony is easy, while transmitting …

Axe the X in XAI: A Plea for Understandable AI

A Páez - arxiv preprint arxiv:2403.00315, 2024 - arxiv.org
In a recent paper, Erasmus et al.(2021) defend the idea that the ambiguity of the term"
explanation" in explainable AI (XAI) can be solved by adopting any of four different extant …

Group (epistemic) competence

D Pino - Synthese, 2021 - Springer
In this paper, I present an account of group competence that is explicitly framed for cases of
epistemic performances. According to it, we must consider group epistemic competence as …