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  1. Explainable Artificial Intelligence (XAI) 2.0: A Manifesto of Open Challenges and Interdisciplinary Research Directions.Luca Longo, Mario Brcic, Federico Cabitza, Jaesik Choi, Roberto Confalonieri, Javier Del Ser, Riccardo Guidotti, Yoichi Hayashi, Francisco Herrera, Andreas Holzinger, Richard Jiang, Hassan Khosravi, Freddy Lecue, Gianclaudio Malgieri, Andrés Páez, Wojciech Samek, Johannes Schneider, Timo Speith & Simone Stumpf - 2024 - Information Fusion 106 (June 2024).
    As systems based on opaque Artificial Intelligence (AI) continue to flourish in diverse real-world applications, understanding these black box models has become paramount. In response, Explainable AI (XAI) has emerged as a field of research with practical and ethical benefits across various domains. This paper not only highlights the advancements in XAI and its application in real-world scenarios but also addresses the ongoing challenges within XAI, emphasizing the need for broader perspectives and collaborative efforts. We bring together experts from diverse (...)
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  • Duncan Pritchard on the Epistemic Value of Truth: Revision or Revolution?Benjamin W. McCraw - 2022 - Philosophia 51 (2):821-833.
    In this paper, I assess Duncan Pritchard’s defense of the “orthodox” view on epistemic normativity. On this view, termed “epistemic value T-monism” (EVTM), only true belief has final value. Pritchard discusses three influential objections to EVTM: the swamping problem, the goal of inquiry problem, and the trivial truths problem. I primarily focus on Pritchard’s defense of the trivial truths problem: truth cannot be the only final epistemic value because we value “trivial” truths less than “significant” truths. In response, Pritchard appeals (...)
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  • (1 other version)Ecological-enactive scientific cognition: modeling and material engagement.Giovanni Rolla & Felipe Novaes - 2022 - Phenomenology and the Cognitive Sciences 21 (3):625-643.
    Ecological-enactive approaches to cognition aim to explain cognition in terms of the dynamic coupling between agent and environment. Accordingly, cognition of one’s immediate environment depends on enaction and the picking up of affordances. However, ecological-enactive views supposedly fail to account for what is sometimes called “higher” cognition, i.e., cognition about potentially absent targets, which therefore can only be explained by postulating representational content. This challenge levelled against ecological-enactive approaches highlights a putative explanatory gap between basic and higher cognition. In this (...)
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  • Understanding and scientific progress: lessons from epistemology.Nicholas Emmerson - 2022 - Synthese 200 (1):1-18.
    Contemporary debate surrounding the nature of scientific progress has focused upon the precise role played by justification, with two realist accounts having dominated proceedings. Recently, however, a third realist account has been put forward, one which offers no role for justification at all. According to Finnur Dellsén’s (Stud Hist Philos Sci Part A 56:72–83, 2016) noetic account, science progresses when understanding increases, that is, when scientists grasp how to correctly explain or predict more aspects of the world that they could (...)
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  • Refitting the mirrors: on structural analogies in epistemology and action theory.Lisa Miracchi & J. Adam Carter - 2022 - Synthese 200 (1):1-28.
    Structural analogies connect Williamson’s epistemology and action theory: for example, action is the direction-of-fit mirror image of knowledge, and knowledge stands to belief as action stands to intention. These structural analogies, for Williamson, are meant to illuminate more generally how ‘mirrors’ reversing direction of fit should be understood as connecting the spectrum of our cognitive and practically oriented mental states. This paper has two central aims, one negative and the other positive. The negative aim is to highlight some intractable problems (...)
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  • Mathematics and the world: explanation and representation.John-Hamish Heron - 2017 - Dissertation, King’s College London
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  • (1 other version)Ecological-enactive scientific cognition: modeling and material engagement.Giovanni Rolla & Felipe Novaes - 2020 - Phenomenology and the Cognitive Sciences 1:1-19.
    Ecological-enactive approaches to cognition aim to explain cognition in terms of the dynamic coupling between agent and environment. Accordingly, cognition of one’s immediate environment (which is sometimes labeled “basic” cognition) depends on enaction and the picking up of affordances. However, ecological-enactive views supposedly fail to account for what is sometimes called “higher” cognition, i.e., cognition about potentially absent targets, which therefore can only be explained by postulating representational content. This challenge levelled against ecological-enactive approaches highlights a putative explanatory gap between (...)
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  • Is There a Place for Epistemic Virtues in Theory Choice?Milena Ivanova - 2014 - In Abrol Fairweather & Owen Flanagan (eds.), Virtue Epistemology Naturalized: Bridges between Virtue Epistemology and Philosophy of Science. Cham: Synthese Library. pp. 207-226.
    This paper challenges the appeal to theory virtues in theory choice as well as the appeal to the intellectual and moral virtues of an agent as determining unique choices between empirically equivalent theories. After arguing that theoretical virtues do not determine the choice of one theory at the expense of another theory, I argue that nor does the appeal to intellectual and moral virtues single out one agent, who defends a particular theory, and exclude another agent defending an alternative theory. (...)
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  • (1 other version)Davidson’s Phenomenological Argument Against the Cognitive Claims of Metaphor.Richmond Kwesi - 2021 - Axiomathes 31 (3):341-364.
    In this paper, I take a critical look at the Davidsonian argument that metaphorical sentences do not express propositions because of the phenomenological experience—seeing one thing as another thing—involved in understanding them as metaphors. According to Davidson, seeing-as is not seeing-that. This verdict is aimed at dislodging metaphor from the position of being assessed with the semantic notions of propositions, meaning, and truth. I will argue that the phenomenological or perceptual experience associated with metaphors does not determine the propositional contentfulness (...)
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  • What the Debasing Demon Teaches Us About Wisdom.Kevin McCain - 2020 - Acta Analytica 35 (4):521-530.
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  • The Pragmatic Turn in Explainable Artificial Intelligence.Andrés Páez - 2019 - Minds and Machines 29 (3):441-459.
    In this paper I argue that the search for explainable models and interpretable decisions in AI must be reformulated in terms of the broader project of offering a pragmatic and naturalistic account of understanding in AI. Intuitively, the purpose of providing an explanation of a model or a decision is to make it understandable to its stakeholders. But without a previous grasp of what it means to say that an agent understands a model or a decision, the explanatory strategies will (...)
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  • (1 other version)Davidson’s Phenomenological Argument Against the Cognitive Claims of Metaphor.Richmond Kwesi - 2019 - Axiomathes 30:1-24.
    In this paper, I take a critical look at the Davidsonian argument that metaphorical sentences do not express propositions because of the phenomenological experience—seeing one thing as another thing—involved in understanding them as metaphors. According to Davidson, seeing-as is not seeing-that. This verdict is aimed at dislodging metaphor from the position of being assessed with the semantic notions of propositions, meaning, and truth. I will argue that the phenomenological or perceptual experience associated with metaphors does not determine the propositional contentfulness (...)
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  • Religious Disagreement.Helen De Cruz - 2018 - Cambridge: Cambridge University Press.
    This Element examines what we can learn from religious disagreement, focusing on disagreement with possible selves and former selves, the epistemic significance of religious agreement, the problem of disagreements between religious experts, and the significance of philosophy of religion. Helen De Cruz shows how religious beliefs of others constitute significant higher-order evidence. At the same time, she advises that we should not necessarily become agnostic about all religious matters, because our cognitive background colors the way we evaluate evidence. This allows (...)
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  • If You Understand, You Won’t Be Lucky.Raphael van Riel - 2016 - Grazer Philosophische Studien 93 (2):196-211.
    The present paper argues that there is a structural difference between classical cases involving knowledge-undermining environmental luck, and cases where a subject acquires understanding in the presence of environmental luck. This difference appears to bear on arguments against the reductionist thesis that understanding is a special form of knowledge.
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  • Understanding why, knowing why, and cognitive achievements.Insa Lawler - 2019 - Synthese 196 (11):4583-4603.
    Duncan Pritchard argues that a feature that sets understanding-why apart from knowledge-why is that whereas (I) understanding-why is a kind of cognitive achievement in a strong sense, (II) knowledge-why is not such a kind. I argue that (I) is false and that (II) is true. (I) is false because understanding-why featuring rudimentary explanations and understanding-why concerning very simple causal connections are not cognitive achievements in a strong sense. Knowledge-why is not a kind of cognitive achievement in a strong sense for (...)
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  • Rationality as the Capacity for Understanding.Karl Schafer - 2019 - Noûs 53 (3):639-663.
    In this essay, I develop and defend a virtue‐theoretic conception of rationality as a capacity whose function is understanding, as opposed to mere truth or correctness. I focus on two main potential advantages of this view. First, its ability to explain the rationality of forms of explanatory reasoning, and second, its ability to offer a more unified account of theoretical and practical rationality.
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  • What is Understanding? An Overview of Recent Debates in Epistemology and Philosophy of Science.Christoph Baumberger, Claus Beisbart & Georg Brun - 2017 - In Stephen Grimm Christoph Baumberger & Sabine Ammon (eds.), Explaining Understanding: New Perspectives from Epistemology and Philosophy of Science. Routledge. pp. 1-34.
    The paper provides a systematic overview of recent debates in epistemology and philosophy of science on the nature of understanding. We explain why philosophers have turned their attention to understanding and discuss conditions for “explanatory” understanding of why something is the case and for “objectual” understanding of a whole subject matter. The most debated conditions for these types of understanding roughly resemble the three traditional conditions for knowledge: truth, justification and belief. We discuss prominent views about how to construe these (...)
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  • Reductionism about understanding why.Insa Lawler - 2016 - Proceedings of the Aristotelian Society 116 (2):229-236.
    Paulina Sliwa (2015) argues that knowing why p is necessary and sufficient for understanding why p. She tries to rebut recent attacks against the necessity and sufficiency claims, and explains the gradability of understanding why in terms of knowledge. I argue that her attempts do not succeed, but I indicate more promising ways to defend reductionism about understanding why throughout the discussion.
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  • What is the Problem of Explanation and Modeling?Raphael van Riel - 2017 - Acta Analytica 32 (3):263-275.
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  • Better Understanding Through Falsehood.Benjamin T. Rancourt - 2017 - Pacific Philosophical Quarterly 98 (3):382-405.
    Can understanding be based on false beliefs? I argue that it can. I first argue that the best way to understand the question is that it is whether one can increase one's degree of understanding by adopting an overall less accurate body of beliefs. I identify three sufficient conditions for one body of beliefs to be more accurate than another. Next, I appeal to two widely used methods of comparing degrees of understanding. With these methods, I show that understanding can (...)
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  • Perceptual knowledge and relevant alternatives.J. Adam Carter & Duncan Pritchard - 2016 - Philosophical Studies 173 (4):969-990.
    A very natural view about perceptual knowledge is articulated, one on which perceptual knowledge is closely related to perceptual discrimination, and which fits well with a relevant alternatives account of knowledge. It is shown that this kind of proposal faces a problem, and various options for resolving this difficulty are explored. In light of this discussion, a two-tiered relevant alternatives account of perceptual knowledge is offered which avoids the closure problem. It is further shown how this proposal can: accommodate our (...)
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  • IV—Understanding and Knowing.Paulina Sliwa - 2015 - Proceedings of the Aristotelian Society 115 (1pt1):57-74.
    What is the relationship between understanding and knowing? This paper offers a defence of reductionism about understanding: the view that instances of understanding reduce to instances of knowing. I argue that knowing is both necessary and sufficient for understanding. I then outline some advantages of reductionism.
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  • How to Understand the Extended Mind.Sven Bernecker - 2014 - Philosophical Issues 24 (1):1-23.
    Given how epistemologists conceive of understanding, to what degree do we understand the hypothesis of extended mind? If the extended mind debate is a substantive dispute, then we have only superficial understanding of the extended mind hypothesis. And if we have deep understanding of the extended mind hypothesis, then the debate over this hypothesis is nothing but a verbal dispute.
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  • Wisdom.Stephen R. Grimm - 2015 - Australasian Journal of Philosophy 93 (1):1-16.
    What is it that makes someone wise, or one person wiser than another? I argue that wisdom consists in knowledge of how to live well, and that this knowledge of how to live well is constituted by various further kinds of knowledge. One concern for this view is that knowledge is not needed for wisdom but rather some state short of knowledge, such as having rational or justified beliefs about various topics. Another concern is that the emphasis on knowing how (...)
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  • Relativism, knowledge and understanding.J. Adam Carter - 2014 - Episteme 11 (1):35-52.
    The arguments for and against a truth-relativist semantics for propositional knowledge attributions (KTR) have been debated almost exclusively in the philosophy of language. But what implications would this semantic thesis have in epistemology? This question has been largely unexplored. The aim of this paper is to establish and critique several ramifications of KTR in mainstream epistemology. The first section of the paper develops, over a series of arguments, the claim that MacFarlane's (2005, 2010) core argument for KTR ultimately motivates (for (...)
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  • (1 other version)Knowledge, Practical Interests, and Rising Tides.Stephen R. Grimm - 2015 - In John Greco & David Henderson (eds.), Epistemic Evaluation: Point and Purpose in Epistemology. Oxford University Press.
    Defenders of pragmatic encroachment in epistemology (or what I call practicalism) need to address two main problems. First, the view seems to imply, absurdly, that knowledge can come and go quite easily—in particular, that it might come and go along with our variable practical interests. We can call this the stability problem. Second, there seems to be no fully satisfying way of explaining whose practical interests matter. We can call this the “whose stakes?” problem. I argue that both problems can (...)
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  • A Defense of Lucky Understanding.Kevin Morris - 2012 - British Journal for the Philosophy of Science 63 (2):357-371.
    It is plausible to think that the epistemic benefit of having an explanation is understanding. My focus in this article is on the extent to which explanatory understanding, perhaps unlike knowledge, is compatible with certain forms of luck—the extent to which one can understand why something is the case when one is lucky to truly believe an explanatorily relevant proposition. I argue, contra Stephen Grimm ([2006]) and Duncan Pritchard ([2008], [2009]), that understanding quite generally is compatible with luckily believing a (...)
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  • Is understanding explanatory or objectual?Kareem Khalifa - 2013 - Synthese 190 (6):1153-1171.
    Jonathan Kvanvig has argued that “objectual” understanding, i.e. the understanding we have of a large body of information, cannot be reduced to explanatory concepts. In this paper, I show that Kvanvig fails to establish this point, and then propose a framework for reducing objectual understanding to explanatory understanding.
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  • Occurrent knowledge is the sole aim of inquiry.Leonardo Flamini - 2024 - Inquiry: An Interdisciplinary Journal of Philosophy:1-30.
    Many philosophers have recently challenged the monistic idea that knowledge is the sole aim of our inquiries into questions. Specifically, by giving examples, they argue that we can factually and legitimately inquire into questions to achieve states different from the mere knowledge of the correct and complete answer. Given this, they end up with a pluralistic stance about the aim of our inquiries into questions. In this paper, I will show that the pluralists’ cases do not seriously threaten knowledge monism. (...)
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  • Confusion, Understanding and Success.Miloud Belkoniene - 2023 - International Journal for the Study of Skepticism 13 (1):44-60.
    The present paper examines a type of sceptical hypothesis put forward by Adam Carter that specifically targets understanding—the Confusion Hypothesis. After clarifying the nature and scope of that hypothesis, it discusses Carter’s favoured virtue perspectivist answer to the challenge it raises. It is argued that this answer is ultimately unsatisfying as it is unable to explain how a subject can obtain assurance that her grasp of a given body of information actually results from the competences she comes to appreciate as (...)
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  • Reassessing Lucky Understanding.Miloud Belkoniene - 2023 - Episteme 20 (2):513-527.
    Knowledge is widely regarded as being incompatible with epistemic luck, but according to several philosophers, the same does not hold for understanding. This paper examines to what extent understanding is vulnerable to epistemic luck. After discussing the weaknesses of some of the cases that have been offered to support the conclusion that understanding tolerates environmental epistemic luck, I turn to a more recent one offered in favour of the opposite conclusion. I argue that this case does not manage to establish (...)
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  • Grounding and a priori epistemology: challenges for conceptualism.Robert Weston Siscoe - 2021 - Synthese 199 (3-4).
    Traditional rationalist approaches to a priori epistemology have long been looked upon with suspicion for positing a faculty of rational intuition capable of knowing truths about the world apart from experience. Conceptualists have tried to fill this void with something more empirically tractable, arguing that we know a priori truths due to our understanding of concepts. All of this theorizing, however, has carried on while neglecting an entire cross section of such truths, the grounding claims that we know a priori. (...)
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  • Real Knowledge Undermining Luck.Raphael van Riel - 2016 - Logos and Episteme 7 (3):325-344.
    Based on the discussion of a novel version of the Barn County scenario, the paper argues for a new explication of knowledge undermining luck. In passing, an as yet undetected form of benign luck is identified.
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  • Understanding and Its Role in Inquiry.Benjamin T. Rancourt - unknown
    In this dissertation, I argue that understanding possesses unique epistemic value. I propose and defend a novel account of understanding that I call the management account of understanding, which is the view that an agent A understands a subject matter S just in case A has the ability to extract the relevant information and exploit it with the relevant cognitive capacities to answer questions in S. Since inquiry is the process of raising and answering questions, I argue that without understanding, (...)
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  • Towards a Knowledge-Based Account of Understanding.Christoph9 Kelp - 2016 - In Stephen Robert Grimm, Christoph Baumberger & Sabine Ammon (eds.), Explaining Understanding: New Perspectives From Epistemology and Philosophy of Science. London: Routledge.
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  • Is Epistemology a Kind of Inquiry?Xingming Hu - 2015 - Journal of Philosophical Research 40:483-488.
    There are three widely held beliefs among epistemologists: (1) the goal of inquiry is truth or something that entails truth; (2) epistemology aims for a reflectively stable theory via reflective equilibrium; (3) epistemology is a kind of inquiry. I argue that accepting (1) and (2) entails denying (3). This is a problem especially for the philosophers (e.g. Duncan Pritchard and Alvin Goldman) who accept both (1) and (2), for in order to be consistent, they must reject (3). The tension is (...)
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  • A Noetic Theory of Understanding and Intuition as Sense-Maker.John Bengson - 2015 - Inquiry: An Interdisciplinary Journal of Philosophy 58 (7-8):633-668.
    The notion of a non-sensory mental state or event that plays a prominent role in coming to understand, an epistemic achievement distinct from mere knowledge, featured prominently in historical writings on philosophy, and philosophical methodology. It is, however, completely absent from contemporary discussions of the subject. This paper argues that intuition plays an epistemic role in understanding, including philosophical understanding, and offers an explanation of how intuition manages to play this role, if and when it does. It is argued, subsequently, (...)
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  • Neuromedia, extended knowledge and understanding.Michael Patrick Lynch - 2014 - Philosophical Issues 24 (1):299-313.
    Imagine you had the functions of your smartphone miniaturized to a cellular level and accessible by your neural network. Reflection on this possibility suggests that we should not just concern ourselves with whether our knowledge is extending “out” to our devices; our devices are extending in, and with them, possibly the information that they bring. If so, then the question of whether knowledge is “extended” becomes wrapped up with the question of whether knowing is something we do, or something we (...)
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  • Wisdom in Theology.Stephen R. Grimm - forthcoming - In William and Frederick Abraham and Aquino (ed.), The Oxford Handbook of the Epistemology of Theology.
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  • Lucky understanding without knowledge.Yasha Rohwer - 2014 - Synthese 191 (5):1-15.
    Can one still have understanding in situations that involve the kind of epistemic luck that undermines knowledge? Kvanvig (The value of knowledge and the pursuit of understanding, 2003; in: Haddock A, Miller A, Pritchard D (eds) Epistemic value, 2009a; in: Haddock A, Miller A, Pritchard D (eds) Epistemic value, 2009b) says yes, Prichard (Grazer Philos Stud 77:325–339, 2008; in: O’Hear A (ed) Epistemology, 2009; in: Pritchard D, Millar A, Haddock A (eds) The nature and value of knowledge: three investigations, 2010) (...)
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  • Understanding, grasping and luck.Kareem Khalifa - 2013 - Episteme 10 (1):1-17.
    Recently, it has been debated as to whether understanding is a species of explanatory knowledge. Those who deny this claim frequently argue that understanding, unlike knowledge, can be lucky. In this paper I argue that current arguments do not support this alleged compatibility between understanding and epistemic luck. First, I argue that understanding requires reliable explanatory evaluation, yet the putative examples of lucky understanding underspecify the extent to which subjects possess this ability. In the course of defending this claim, I (...)
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  • The Value of Understanding.Stephen Grimm - 2012 - Philosophy Compass 7 (2):103-117.
    Over the last several years a number of leading philosophers – including Catherine Elgin, Linda Zagzebski, Jonathan Kvanvig, and Duncan Pritchard – have grown increasingly dissatisfied with the contemporary focus on knowledge in epistemology and have attempted to “recover” the notion of understanding. According to some of these philosophers, in fact, understanding deserves not just to be recovered, but to supplant knowledge as the focus of epistemological inquiry. This entry considers some of the main reasons why philosophers have taken understanding (...)
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  • Understanding, Knowledge, and Scientific Antirealism.Kareem Khalifa - 2011 - Grazer Philosophische Studien 83 (1):93-112.
    Epistemologists have recently debated whether understanding is a species of knowledge. However, because they have offered little in the way of a detailed analysis of understanding, they lack the resources to resolve this issue. In this paper, I propose that S understands why p if and only if S has the non-Gettierised true belief that p, and for some proposition q, S has the non-Gettierised true belief that q is the best available explanation of p, S can correctly explain p (...)
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  • Grounding, Understanding, and Explanation.Wes Siscoe - 2022 - Pacific Philosophical Quarterly 103 (4):791-815.
    Starting with the slogan that understanding is a ‘knowledge of causes’, Stephen Grimm and John Greco have argued that understanding comes from a knowledge of dependence relations. Grounding is the trendiest dependence relation on the market, and if Grimm and Greco are correct, then instances of grounding should also give rise to understanding. In this paper, I will show that this prediction is correct – grounding does indeed generate understanding in just the way that Grimm and Greco anticipate. However, grounding (...)
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  • How Do We Obtain Understanding with the Help of Explanations?Gabriel Târziu - 2021 - Axiomathes 31 (2):173-197.
    What exactly do we need in order to enjoy the cognitive benefit that is supposed to be provided by an explanation? Some philosophers :15–37, 2012, Episteme 10:1–17, 2013, Eur J Philos Sci 5:377–385, 2015, Understanding, explanation, and scientific knowledge, Cambridge University Press, Cambridge, 2017) would say that all that we need is to know the explanation. Others :1–26, 2012; Strevens in Stud Hist Philos Sci Part A 44:510–515, 2013) would say that achieving understanding with the help of an explanation requires (...)
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  • Normalcy, Understanding and the Problem of Statistical Evidence.Miloud Belkoniene - 2019 - Theoria 85 (3):202-218.
    This article examines Smith’s recent treatment of the problem of statistical evidence and the conception of epistemic justification that he puts forward. Two possible solutions to the problem of statistical evidence that result from his analysis of cases involving a contrast between statistical and individual evidence are considered. The solution resulting from Smith’s conception of epistemic justification is shown to be inferior to the solution calling for an explanationist conception of epistemic justification. As a result, Smith’s analysis of cases illustrating (...)
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  • Deliberate Ignorance and Myopic Intellectualist Understandings of Expertise: Are Philosophers of Education Epistemic Trespassers in Initial Teacher Education Programmes?Gerry Dunne - forthcoming - Studies in Philosophy and Education:1-18.
    This paper considers in conceptual terms the extent to which pre-service teachers’ disengagement with philosophy of education might usefully be explained in terms of the mistaken charge of (1) ‘epistemic trespassing’ frequently levelled against philosophers of education. This cohort charge philosophers of education with being ultracrepidarians—those who proffer opinions on subjects that they know nothing about. Contra this view, I argue that casting philosophers as epistemic trespassers—lofty theorists with nothing meaningful to contribute to professional practice—is a wrongful charge, or ‘epistemic (...)
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