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  1. Conceptual challenges for interpretable machine learning.David S. Watson - 2022 - Synthese 200 (2):1-33.
    As machine learning has gradually entered into ever more sectors of public and private life, there has been a growing demand for algorithmic explainability. How can we make the predictions of complex statistical models more intelligible to end users? A subdiscipline of computer science known as interpretable machine learning (IML) has emerged to address this urgent question. Numerous influential methods have been proposed, from local linear approximations to rule lists and counterfactuals. In this article, I highlight three conceptual challenges that (...)
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  • From Interface to Correspondence: Recovering Classical Representations in a Pragmatic Theory of Semantic Information.Orlin Vakarelov - 2013 - Minds and Machines (3):1-25.
    One major fault line in foundational theories of cognition is between the so-called “representational” and “non-representational” theories. Is it possible to formulate an intermediate approach for a foundational theory of cognition by defining a conception of representation that may bridge the fault line? Such an account of representation, as well as an account of correspondence semantics, is offered here. The account extends previously developed agent-based pragmatic theories of semantic information, where meaning of an information state is defined by its interface (...)
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  • From Interface to Correspondence: Recovering Classical Representations in a Pragmatic Theory of Semantic Information.Orlin Vakarelov - 2014 - Minds and Machines 24 (3):327-351.
    One major fault line in foundational theories of cognition is between the so-called “representational” and “non-representational” theories. Is it possible to formulate an intermediate approach for a foundational theory of cognition by defining a conception of representation that may bridge the fault line? Such an account of representation, as well as an account of correspondence semantics, is offered here. The account extends previously developed agent-based pragmatic theories of semantic information, where meaning of an information state is defined by its interface (...)
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  • Playing Games with Ais: The Limits of GPT-3 and Similar Large Language Models.Adam Sobieszek & Tadeusz Price - 2022 - Minds and Machines 32 (2):341-364.
    This article contributes to the debate around the abilities of large language models such as GPT-3, dealing with: firstly, evaluating how well GPT does in the Turing Test, secondly the limits of such models, especially their tendency to generate falsehoods, and thirdly the social consequences of the problems these models have with truth-telling. We start by formalising the recently proposed notion of reversible questions, which Floridi & Chiriatti propose allow one to ‘identify the nature of the source of their answers’, (...)
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  • Offline and Online Data: on upgrading functional information to knowledge.Giuseppe Primiero - 2013 - Philosophical Studies 164 (2):371-392.
    This paper addresses the problem of upgrading functional information to knowledge. Functional information is defined as syntactically well-formed, meaningful and collectively opaque data. Its use in the formal epistemology of information theories is crucial to solve the debate on the veridical nature of information, and it represents the companion notion to standard strongly semantic information, defined as well-formed, meaningful and true data. The formal framework, on which the definitions are based, uses a contextual version of the verificationist principle of truth (...)
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  • Information and Diagrammatic Reasoning: An Inferentialist Reading.Bruno Ramos Mendonça - 2020 - Minds and Machines 31 (1):99-120.
    In current philosophy of information, different authors have been supporting the veridicality thesis (VT). According to this thesis, an epistemically-oriented concept of information must have truth as one of its necessary conditions. Two challenges can be raised against VT. First, some philosophers object that veridicalists erroneously ignore the informativeness of false messages. Secondly, it is not clear whether VT can adequately explain the information considered in hypothetical reasoning. In this sense, logical diagrams offer an interesting case of analysis: by manipulating (...)
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  • Information is intrinsically semantic but alethically neutral.Bruce Raymond Long - 2014 - Synthese 191 (14):3447-3467.
    In this paper I argue that, according to a particular physicalist conception of information, information is both alethically neutral or non-alethic, and is intrinsically semantic. The conception of information presented is physicalist and reductionist, and is contrary to most current pluralist and non-reductionist philosophical opinion about the nature of information. The ontology assumed for this conception of information is based upon physicalist non-eliminative ontic structural realism. However, the argument of primary interest is that information so construed is intrinsically semantic on (...)
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  • ISR is Still a Digital Ontology.Bruce Long - 2018 - Erkenntnis:1-16.
    I will analyse Floridi’s rejection of digital ontologies and his positive proposal for an informational structural realism. I intend to show that ISR is still fundamentally a digital ontology, albeit with some different metaphysical commitments to those that Floridi rejects. I will argue that even though Floridi deploys the method of levels of abstraction adapted from computer science, and has established a Kantian transcendentalist conception of both information and structure, ISR still reduces to a discretised binary, and therefore digital, ontology. (...)
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  • What is a philosophical question?Luciano Floridi - 2013 - Metaphilosophy 44 (3):195-221.
    There are many ways of understanding the nature of philosophical questions. One may consider their morphology, semantics, relevance, or scope. This article introduces a different approach, based on the kind of informational resources required to answer them. The result is a definition of philosophical questions as questions whose answers are in principle open to informed, rational, and honest disagreement, ultimate but not absolute, closed under further questioning, possibly constrained by empirical and logico-mathematical resources, but requiring noetic resources to be answered. (...)
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  • What a maker’s knowledge could be.Luciano Floridi - 2018 - Synthese 195 (1):465-481.
    Three classic distinctions specify that truths can be necessary versus contingent,analytic versus synthetic, and a priori versus a posteriori. The philosopher reading this article knows very well both how useful and ordinary such distinctions are in our conceptual work and that they have been subject to many and detailed debates, especially the last two. In the following pages, I do not wish to discuss how far they may be tenable. I shall assume that, if they are reasonable and non problematic (...)
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  • The philosophy of information: ten years later.Luciano Floridi - 2010 - Metaphilosophy 41 (3):402–419.
    : This article provides replies to, and comments on, the contributions to the special issue on the philosophy of information. It seeks to highlight con‐vergences and points of potential agreement, while offering clarifications and further details. It also answers some criticisms and replies to some objections articulated in the special issue.
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  • Semantic information and the network theory of account.Luciano Floridi - 2012 - Synthese 184 (3):431-454.
    The article addresses the problem of how semantic information can be upgraded to knowledge. The introductory section explains the technical terminology and the relevant background. Section 2 argues that, for semantic information to be upgraded to knowledge, it is necessary and sufficient to be embedded in a network of questions and answers that correctly accounts for it. Section 3 shows that an information flow network of type A fulfils such a requirement, by warranting that the erotetic deficit, characterising the target (...)
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  • A plea for non-naturalism as constructionism.Luciano Floridi - 2017 - Minds and Machines 27 (2):269-285.
    Contemporary science seems to be caught in a strange predicament. On the one hand, it holds a firm and reasonable commitment to a healthy naturalistic methodology, according to which explanations of natural phenomena should never overstep the limits of the natural itself. On the other hand, contemporary science is also inextricably and now inevitably dependent on ever more complex technologies, especially Information and Communication Technologies, which it exploits as well as fosters. Yet such technologies are increasingly “artificialising” or “denaturalising” the (...)
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  • Computationalism: Still the Only Game in Town: A Reply to Swiatczak’s “Conscious Representations: An Intractable Problem for the Computational Theory of Mind”. [REVIEW]David Davenport - 2012 - Minds and Machines 22 (3):183-190.
    Abstract Mental representations, Swiatczak (Minds Mach 21:19–32, 2011) argues, are fundamentally biochemical and their operations depend on consciousness; hence the computational theory of mind, based as it is on multiple realisability and purely syntactic operations, must be wrong. Swiatczak, however, is mistaken. Computation, properly understood, can afford descriptions/explanations of any physical process, and since Swiatczak accepts that consciousness has a physical basis, his argument against computationalism must fail. Of course, we may not have much idea how consciousness (itself a rather (...)
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  • Syntactical Informational Structural Realism.Majid Davoody Beni - 2018 - Minds and Machines 28 (4):623-643.
    Luciano Floridi’s informational structural realism takes a constructionist attitude towards the problems of epistemology and metaphysics, but the question of the nature of the semantical component of his view remains vexing. In this paper, I propose to dispense with the semantical component of ISR completely. I outline a Syntactical version of ISR. The unified entropy-based framework of information has been adopted as the groundwork of SISR. To establish its realist component, SISR should be able to dissolve the latching problem. We (...)
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  • Causal Informational Structural Realism.Majid D. Beni - 2020 - International Studies in the Philosophy of Science 33 (2):117-134.
    ABSTRACT The debate between proponents and opponents of causal foundationalism has recently surfaced as a disparity between causal structuralism and causal anti-foundationalism in the structural realist camp. The paper outlines and dissolves the problem of disparity for structural realism. I follow John Collier to specify causation in terms of the transmission of information. Unlike them, I built upon the reverse quantum data-processing inequality to show how this approach models causation as a symmetric process at the level of fundamental physics. I (...)
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  • Omniscience and Semantic Information.Bernardo Alonso - 2017 - Manuscrito 40 (4):77-96.
    ABSTRACT First, I consider a few motivations to idealize epistemic logics1 in such a degree that brings up the problem of logical omniscience [LOP]. I argue that the main motivation to hold omniscience is of a philosophical-scientific2 background, in the sense philosophers have a not so peculiar way of investigating underlying mechanisms, i.e., the interaction of several different components of complex systems may be better understood in isolation, even if such components are not found isolated in a realistic context. It (...)
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  • A Framework for Validating Information Systems Research Based on a Pluralist Account of Truth and Correctness.John Mingers & Craig Standing - unknown
    Research in information systems includes a range of approaches which make varied contributions in terms of knowledge, understanding, or practical developments. In these days of “fake news” and spurious internet content, scholarly research needs to be able to demonstrate its validity – are its finding true, or its recommendations correct? We argue that there are fundamental validation criteria that can be applied to all research approaches despite their apparent diversity and conflict. These stem from current views of the nature of (...)
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  • Pasos a seguir para la filosofía de la información.Luciano Floridi - 2013 - Revista Interamericana de Bibliotecología 35 (2):213-218.