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  1. Understanding with Toy Surrogate Models in Machine Learning.Andrés Páez - 2024 - Minds and Machines 34 (4):45.
    In the natural and social sciences, it is common to use toy models—extremely simple and highly idealized representations—to understand complex phenomena. Some of the simple surrogate models used to understand opaque machine learning (ML) models, such as rule lists and sparse decision trees, bear some resemblance to scientific toy models. They allow non-experts to understand how an opaque ML model works globally via a much simpler model that highlights the most relevant features of the input space and their effect on (...)
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  • The epistemic value of natural theology.Ataollah Hashemi - 2024 - Asian Journal of Philosophy 3 (2):1-19.
    According to certain theories, acquiring knowledge of God does not necessarily depend on philosophical evidence, and a believer is not obligated to rely on philosophical arguments from natural theology to justify their religious convictions. However, it is undeniable that philosophical arguments supporting the existence of God and theodicies possess significant epistemic value. This raises the question: what is the epistemic significance of the intellectual products derived from natural theology if they are not essential for attaining knowledge of God? Drawing upon (...)
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  • Afactivism about understanding cognition.Samuel D. Taylor - 2023 - European Journal for Philosophy of Science 13 (3):1-22.
    Here, I take alethic views of understanding to be all views that hold that whether an explanation is true or false matters for whether that explanation provides understanding. I then argue that there is (as yet) no naturalistic defence of alethic views of understanding in cognitive science, because there is no agreement about the correct descriptions of the content of cognitive scientific explanations. I use this claim to argue for the provisional acceptance of afactivism in cognitive science, which is the (...)
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  • Models as Felicitous Falsehoods.Catherine Elgin - 2022 - Principia: An International Journal of Epistemology 26 (1):7-23.
    I argue that models enable us to understand reality in ways that we would be unable to do if we restricted ourselves to the unvarnished truth. The point is not just that the features that a model skirts can permissibly be neglected. They ought to be neglected. Too much information occludes patterns that figure in an understanding of the phenomena. The regularities a model reveals are real and informative. But many of them show up only under idealizing assumptions.
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  • The Truth About Better Understanding?Lewis Ross - 2021 - Erkenntnis 88 (2):747-770.
    The notion of understanding occupies an increasingly prominent place in contemporary epistemology, philosophy of science, and moral theory. A central and ongoing debate about the nature of understanding is how it relates to the truth. In a series of influential contributions, Catherine Elgin has used a variety of familiar motivations for antirealism in philosophy of science to defend a non- factive theory of understanding. Key to her position are: (i) the fact that false theories can contribute to the upwards trajectory (...)
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  • Understanding, Truth, and Epistemic Goals.Kareem Khalifa - 2020 - Philosophy of Science 87 (5):944-956.
    Several argue that truth cannot be science’s sole epistemic goal, for it would fail to do justice to several scientific practices that advance understanding. I challenge these arguments, but only after making a small concession: science’s sole epistemic goal is not truth as such; rather, its goal is finding true answers to relevant questions. Using examples from the natural and social sciences, I then show that scientific understanding’s epistemically valuable features are either true answers to relevant questions or a means (...)
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  • Mirrors without warnings.Roman Frigg & James Nguyen - 2019 - Synthese 198 (3):2427-2447.
    Veritism, the position that truth is necessary for epistemic acceptability, seems to be in tension with the observation that much of our best science is not, strictly speaking, true when interpreted literally. This generates a paradox: truth is necessary for epistemic acceptability; the claims of science have to be taken literally; much of what science produces is not literally true and yet it is acceptable. We frame Elgin’s project in True Enough as being motivated by, and offering a particular resolution (...)
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  • Idealizations and Understanding: Much Ado About Nothing?Emily Sullivan & Kareem Khalifa - 2019 - Australasian Journal of Philosophy 97 (4):673-689.
    Because idealizations frequently advance scientific understanding, many claim that falsehoods play an epistemic role. In this paper, we argue that these positions greatly overstate idealiza...
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  • Micro-level model explanation and counterfactual constraint.Samuel Schindler - 2022 - European Journal for Philosophy of Science 12 (2):1-27.
    Relationships of counterfactual dependence have played a major role in recent debates of explanation and understanding in the philosophy of science. Usually, counterfactual dependencies have been viewed as the explanantia of explanation, i.e., the things providing explanation and understanding. Sometimes, however, counterfactual dependencies are themselves the targets of explanations in science. These kinds of explanations are the focus of this paper. I argue that “micro-level model explanations” explain the particular form of the empirical regularity underlying a counterfactual dependency by representing (...)
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  • Pluralism and Perspectivism in the American Pragmatist Tradition.Matthew Brown - 2019 - In Michela Massimi (ed.), Knowledge From a Human Point of View. Springer Verlag.
    This chapter explores perspectivism in the American Pragmatist tradition. On the one hand, the thematization of perspectivism in contemporary epistemology and philosophy of science can benefit from resources in the American Pragmatist philosophical tradition. On the other hand, the Pragmatists have interesting and innovative, pluralistic views that can be illuminated through the lens of perspectivism. I pursue this inquiry primarily through examining relevant sources from the Pragmatist tradition. I will illustrate productive engagements between pragmatism and perspectivism in three areas: in (...)
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  • Understanding in synthetic chemistry: the case of periplanone B.Milo D. Cornelissen & Henk W. de Regt - 2022 - Synthese 200 (6):1-31.
    Understanding natural phenomena is an important aim of science. Since the turn of the millennium the notion of scientific understanding has been a hot topic of debate in the philosophy of science. A bone of contention in this debate is the role of truth and representational accuracy in scientific understanding. So-called factivists and non-factivists disagree about the extent to which the theories and models that are used to achieve understanding must be true or accurate. In this paper we address this (...)
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  • The Uses of Truth: Is There Room for Reconciliation of Factivist and Non-Factivist Accounts of Scientific Understanding?Lilia Gurova - 2022 - International Studies in the Philosophy of Science 35 (3):211-221.
    One of the most lively debates on scientific understanding is standardly presented as a controversy between the so-called factivists, who argue that understanding implies truth, and the non-factivists whose position is that truth is neither necessary nor sufficient for understanding. A closer look at the debate, however, reveals that the borderline between factivism and non-factivism is not as clear-cut as it looks at first glance. Some of those who claim to be quasi-factivists come suspiciously close to the position of their (...)
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