Switch to: References

Add citations

You must login to add citations.
  1. What do we want from Explainable Artificial Intelligence (XAI)? – A stakeholder perspective on XAI and a conceptual model guiding interdisciplinary XAI research.Markus Langer, Daniel Oster, Timo Speith, Lena Kästner, Kevin Baum, Holger Hermanns, Eva Schmidt & Andreas Sesing - 2021 - Artificial Intelligence 296 (C):103473.
    Previous research in Explainable Artificial Intelligence (XAI) suggests that a main aim of explainability approaches is to satisfy specific interests, goals, expectations, needs, and demands regarding artificial systems (we call these “stakeholders' desiderata”) in a variety of contexts. However, the literature on XAI is vast, spreads out across multiple largely disconnected disciplines, and it often remains unclear how explainability approaches are supposed to achieve the goal of satisfying stakeholders' desiderata. This paper discusses the main classes of stakeholders calling for explainability (...)
    Download  
     
    Export citation  
     
    Bookmark   21 citations  
  • Recent Work in the Epistemology of Understanding.Michael Hannon - 2021 - American Philosophical Quarterly 58 (3):269-290.
    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 epistemology of understanding, with a particular focus on the following questions: What is understanding and why should we care about it? Is understanding reducible to knowledge? Does it require truth, belief, or justification? Can there be lucky understanding? Does it require ‘grasping’ or some kind of ‘know-how’? This cluster of questions has largely (...)
    Download  
     
    Export citation  
     
    Bookmark   29 citations  
  • Objectually Understanding Informed Consent.Daniel A. Wilkenfeld - 2021 - Analytic Philosophy 62 (1):33-56.
    Analytic Philosophy, Volume 62, Issue 1, Page 33-56, March 2021.
    Download  
     
    Export citation  
     
    Bookmark   4 citations  
  • Group understanding.Kenneth Boyd - 2019 - Synthese 198 (7):6837-6858.
    While social epistemologists have recently begun addressing questions about whether groups can possess beliefs or knowledge, little has yet been said about whether groups can properly be said to possess understanding. Here I want to make some progress on this question by considering two possible accounts of group understanding, modeled on accounts of group belief and knowledge: a deflationary account, according to which a group understands just in case most or all of its members understand, and an inflationary account, according (...)
    Download  
     
    Export citation  
     
    Bookmark   7 citations  
  • Understanding and Trusting Science.Matthew H. Slater, Joanna K. Huxster & Julia E. Bresticker - 2019 - Journal for General Philosophy of Science / Zeitschrift für Allgemeine Wissenschaftstheorie 50 (2):247-261.
    Science communication via testimony requires a certain level of trust. But in the context of ideologically-entangled scientific issues, trust is in short supply—particularly when the issues are politically ‘entangled’. In such cases, cultural values are better predictors than scientific literacy for whether agents trust the publicly-directed claims of the scientific community. In this paper, we argue that a common way of thinking about scientific literacy—as knowledge of particular scientific facts or concepts—ought to give way to a second-order understanding of science (...)
    Download  
     
    Export citation  
     
    Bookmark   4 citations  
  • Knowledge-how, Understanding-why and Epistemic Luck: an Experimental Study.J. Adam Carter, Duncan Pritchard & Joshua Shepherd - 2019 - Review of Philosophy and Psychology 10 (4):701-734.
    Reductive intellectualists about knowledge-how hold, contra Ryle, that knowing how to do something is just a kind of propositional knowledge. In a similar vein, traditional reductivists about understanding-why insist, in accordance with a tradition beginning with Aristotle, that the epistemic standing one attains when one understands why something is so is itself just a kind of propositional knowledge—viz., propositional knowledge of causes. A point that has been granted on both sides of these debates is that if these reductive proposals are (...)
    Download  
     
    Export citation  
     
    Bookmark   19 citations  
  • Scientific understanding as narrative intelligibility.Gabriel Siegel - 2024 - Philosophical Studies 181 (10):2843-2866.
    When does a model explain? When does it promote understanding? A dominant approach to scientific explanation is the interventionist view. According to this view, when X explains Y, intervening on X can produce, prevent or alter Y in some predictable way. In this paper, I argue for two claims. First, I reject a position that many interventionist theorists endorse. This position is that to explain some phenomenon by providing a model is also to understand that phenomenon. While endorsing the interventionist (...)
    Download  
     
    Export citation  
     
    Bookmark  
  • Environmental luck and the structure of understanding.Kenneth Boyd - 2020 - Episteme 17 (1):73-87.
    ABSTRACTConventional wisdom holds that there is no lucky knowledge: if it is a matter of luck, in some relevant sense, that one's belief that p is true, then one does not know that p. Here I will argue that there is similarly no lucky understanding, at least in the case of one type of luck, namely environmental luck. This argument has three parts. First, we need to determine how we evaluate whether one has understanding, which requires determining what I will (...)
    Download  
     
    Export citation  
     
    Bookmark   6 citations  
  • Knowing When Help Is Needed: A Developing Sense of Causal Complexity.Jonathan F. Kominsky, Anna P. Zamm & Frank C. Keil - 2018 - Cognitive Science 42 (2):491-523.
    Research on the division of cognitive labor has found that adults and children as young as age 5 are able to find appropriate experts for different causal systems. However, little work has explored how children and adults decide when to seek out expert knowledge in the first place. We propose that children and adults rely on “mechanism metadata,” information about mechanism information. We argue that mechanism metadata is relatively consistent across individuals exposed to similar amounts of mechanism information, and it (...)
    Download  
     
    Export citation  
     
    Bookmark   7 citations  
  • Testifying understanding.Kenneth Boyd - 2017 - Episteme 14 (1):103-127.
    While it is widely acknowledged that knowledge can be acquired via testimony, it has been argued that understanding cannot. While there is no consensus about what the epistemic relationship of understanding consists in, I argue here that regardless of how understanding is conceived there are kinds of understanding that can be acquired through testimony: easy understanding and easy-s understanding. I address a number of aspects of understanding that might stand in the way of being able to acquire understanding through testimony, (...)
    Download  
     
    Export citation  
     
    Bookmark   33 citations  
  • Understanding Attributions: Problems, Options, and a Proposal.Felipe Morales Carbonell - 2021 - Theoria 88 (3):558-583.
    In this paper, I give an overview of different models of understanding attribution and advance a contextualist account of understanding attribution. Whereas other contextualist accounts make the degree in which the epistemic states of the relevant agents satisfy certain invariant conditions context-sensitive, the proposed account makes the conditions themselves context-sensitive.
    Download  
     
    Export citation  
     
    Bookmark   1 citation  
  • Understanding for Hire.Daniel A. Wilkenfeld & Christa M. Johnson - 2019 - Journal for General Philosophy of Science / Zeitschrift für Allgemeine Wissenschaftstheorie 50 (3):389-405.
    In this paper, we will explore one way in which understanding can—and, we will argue, should—be valuable. We will do this by drawing on what has been said about the different ways knowledge can be valuable. Our main contribution will be to identify one heretofore undiscussed way knowledge could be valuable, but isn’t—specifically, having value to someone other than the understander. We suggest that it is a desideratum on an account of understanding that understanding have the specified type of value; (...)
    Download  
     
    Export citation  
     
    Bookmark  
  • Explanation classification depends on understanding: extending the epistemic side-effect effect.Daniel A. Wilkenfeld & Tania Lombrozo - 2020 - Synthese 197 (6):2565-2592.
    Our goal in this paper is to experimentally investigate whether folk conceptions of explanation are psychologistic. In particular, are people more likely to classify speech acts as explanations when they cause understanding in their recipient? The empirical evidence that we present suggests this is so. Using the side-effect effect as a marker of mental state ascriptions, we argue that lay judgments of explanatory status are mediated by judgments of a speaker’s and/or audience’s mental states. First, we show that attributions of (...)
    Download  
     
    Export citation  
     
    Bookmark   6 citations  
  • Folk attributions of understanding: Is there a role for epistemic luck?Daniel A. Wilkenfeld, Dillon Plunkett & Tania Lombrozo - 2018 - Episteme 15 (1):24-49.
    As a strategy for exploring the relationship between understanding and knowledge, we consider whether epistemic luck – which is typically thought to undermine knowledge – undermines understanding. Questions about the etiology of understanding have also been at the heart of recent theoretical debates within epistemology. Kvanvig (2003) put forward the argument that there could be lucky understanding and produced an example that he deemed persuasive. Grimm (2006) responded with a case that, he argued, demonstrated that there could not be lucky (...)
    Download  
     
    Export citation  
     
    Bookmark   8 citations  
  • MUDdy understanding.Daniel A. Wilkenfeld - 2017 - Synthese 194 (4).
    This paper focuses on two questions: Is understanding intimately bound up with accurately representing the world? Is understanding intimately bound up with downstream abilities? We will argue that the answer to both these questions is “yes”, and for the same reason-both accuracy and ability are important elements of orthogonal evaluative criteria along which understanding can be assessed. More precisely, we will argue that representational-accuracy and intelligibility are good-making features of a state of understanding. Interestingly, both evaluative claims have been defended (...)
    Download  
     
    Export citation  
     
    Bookmark   25 citations  
  • The impact of explanations as communicative acts on belief in a claim: The role of source reliability.Marko Tešić & Ulrike Hahn - 2023 - Cognition 240 (C):105586.
    Download  
     
    Export citation  
     
    Bookmark  
  • Reporting in Experimental Philosophy: Current Standards and Recommendations for Future Practice.Andrea Polonioli, Mariana Vega-Mendoza, Brittany Blankinship & David Carmel - 2018 - Review of Philosophy and Psychology 12 (1):49-73.
    Recent replication crises in psychology and other fields have led to intense reflection about the validity of common research practices. Much of this reflection has focussed on reporting standards, and how they may be related to the questionable research practices that could underlie a high proportion of irreproducible findings in the published record. As a developing field, it is particularly important for Experimental Philosophy to avoid some of the pitfalls that have beset other disciplines. To this end, here we provide (...)
    Download  
     
    Export citation  
     
    Bookmark   3 citations