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  1. Biosemantics.Ruth Millikan - 2009 - In Brian McLaughlin, Ansgar Beckermann & Sven Walter (eds.), The Oxford handbook of philosophy of mind. Oxford University Press.
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  • Bayes in the Brain—On Bayesian Modelling in Neuroscience.Matteo Colombo & Peggy Seriès - 2012 - British Journal for the Philosophy of Science 63 (3):697-723.
    According to a growing trend in theoretical neuroscience, the human perceptual system is akin to a Bayesian machine. The aim of this article is to clearly articulate the claims that perception can be considered Bayesian inference and that the brain can be considered a Bayesian machine, some of the epistemological challenges to these claims; and some of the implications of these claims. We address two questions: (i) How are Bayesian models used in theoretical neuroscience? (ii) From the use of Bayesian (...)
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  • Whatever next? Predictive brains, situated agents, and the future of cognitive science.Andy Clark - 2013 - Behavioral and Brain Sciences 36 (3):181-204.
    Brains, it has recently been argued, are essentially prediction machines. They are bundles of cells that support perception and action by constantly attempting to match incoming sensory inputs with top-down expectations or predictions. This is achieved using a hierarchical generative model that aims to minimize prediction error within a bidirectional cascade of cortical processing. Such accounts offer a unifying model of perception and action, illuminate the functional role of attention, and may neatly capture the special contribution of cortical processing to (...)
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  • Dreaming the Whole Cat: Generative Models, Predictive Processing, and the Enactivist Conception of Perceptual Experience.Andy Clark - 2012 - Mind 121 (483):753-771.
    Does the material basis of conscious experience extend beyond the boundaries of the brain and central nervous system? In Clark 2009 I reviewed a number of ‘enactivist’ arguments for such a view and found none of them compelling. Ward (2012) rejects my analysis on the grounds that the enactivist deploys an essentially world-involving concept of experience that transforms the argumentative landscape in a way that makes the enactivist conclusion inescapable. I present an alternative (prediction-and-generative-model-based) account that neatly accommodates all the (...)
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  • The body as laboratory: Prediction-error minimization, embodiment, and representation.Christopher Burr & Max Jones - 2016 - Philosophical Psychology 29 (4):586-600.
    In his paper, Jakob Hohwy outlines a theory of the brain as an organ for prediction-error minimization, which he claims has the potential to profoundly alter our understanding of mind and cognition. One manner in which our understanding of the mind is altered, according to PEM, stems from the neurocentric conception of the mind that falls out of the framework, which portrays the mind as “inferentially-secluded” from its environment. This in turn leads Hohwy to reject certain theses of embodied cognition. (...)
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  • The anticipating brain is not a scientist: the free-energy principle from an ecological-enactive perspective.Jelle Bruineberg, Julian Kiverstein & Erik Rietveld - 2018 - Synthese 195 (6).
    In this paper, we argue for a theoretical separation of the free-energy principle from Helmholtzian accounts of the predictive brain. The free-energy principle is a theoretical framework capturing the imperative for biological self-organization in information-theoretic terms. The free-energy principle has typically been connected with a Bayesian theory of predictive coding, and the latter is often taken to support a Helmholtzian theory of perception as unconscious inference. If our interpretation is right, however, a Helmholtzian view of perception is incompatible with Bayesian (...)
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  • Advertisement for a Semantics for Psychology.Ned Block - 1986 - Midwest Studies in Philosophy 10 (1):615-678.
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  • From cognitivism to autopoiesis: towards a computational framework for the embodied mind.Micah Allen & Karl J. Friston - 2018 - Synthese 195 (6):2459-2482.
    Predictive processing approaches to the mind are increasingly popular in the cognitive sciences. This surge of interest is accompanied by a proliferation of philosophical arguments, which seek to either extend or oppose various aspects of the emerging framework. In particular, the question of how to position predictive processing with respect to enactive and embodied cognition has become a topic of intense debate. While these arguments are certainly of valuable scientific and philosophical merit, they risk underestimating the variety of approaches gathered (...)
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  • Phenomenal Variability and Introspective Reliability.Jakob Hohwy - 2011 - Mind and Language 26 (3):261-286.
    There is surprising evidence that introspection of our phenomenal states varies greatly between individuals and within the same individual over time. This puts pressure on the notion that introspection gives reliable access to our own phenomenology: introspective unreliability would explain the variability, while assuming that the underlying phenomenology is stable. I appeal to a body of neurocomputational, Bayesian theory and neuroimaging findings to provide an alternative explanation of the evidence: though some limited testing conditions can cause introspection to be unreliable, (...)
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  • Representation and explanation.David Papineau - 1984 - Philosophy of Science 51 (December):550-72.
    Functionalism faces a problem in accounting for the semantic powers of beliefs and other mental states. Simple causal considerations will not solve this problem, nor will any appeal to the social utility of semantic interpretations. The correct analysis of semantic representation is a teleological one, in terms of the biological purposes of mental states: whereas functionalism focuses, so to speak, only on the structure of the cognitive mechanism, the semantic perspective requires in addition that we consider the purposes of the (...)
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  • Varieties of cognitive penetration in visual perception.Petra Vetter & Albert Newen - 2014 - Consciousness and Cognition 27:62-75.
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  • A problem of scope for the free energy principle as a theory of cognition.Andrew Sims - 2016 - Philosophical Psychology 29 (7):967-980.
    Those who endorse the free energy principle as a theory of cognition are committed to three propositions that are jointly incompatible but which will cohere if one of them is denied. The first of these is that the free energy principle gives us a self-sufficient explanation of what all cognitive systems consist in: a specific computational architecture. The second is that all adaptive behavior is driven by the free energy principle and the process of model-based inference it entails. The third (...)
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  • Exploitable Isomorphism and Structural Representation.Nicholas Shea - 2014 - Proceedings of the Aristotelian Society 114 (2pt2):123-144.
    An interesting feature of some sets of representations is that their structure mirrors the structure of the items they represent. Founding an account of representational content on isomorphism, homomorphism or structural resemblance has proven elusive, however, largely because these relations are too liberal when the candidate structure over representational vehicles is unconstrained. Furthermore, in many cases where there is a clear isomorphism, it is not relied on in the way the representations are used. That points to a potential resolution: that (...)
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  • Interoceptive inference, emotion, and the embodied self.Anil K. Seth - 2013 - Trends in Cognitive Sciences 17 (11):565-573.
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  • Inference and meaning.Wilfrid Sellars - 1953 - Mind 62 (247):313-338.
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  • Bayesian Perception Is Ecological Perception.Nico Orlandi - 2016 - Philosophical Topics 44 (2):327-351.
    There is a certain excitement in vision science concerning the idea of applying the tools of bayesian decision theory to explain our perceptual capacities. Bayesian models are thought to be needed to explain how the inverse problem of perception is solved, and to rescue a certain constructivist and Kantian way of understanding the perceptual process. Anticlimactically, I argue both that bayesian outlooks do not constitute good solutions to the inverse problem, and that they are not constructivist in nature. In explaining (...)
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  • Perception of Absence and Penetration from Expectation.Anna Farennikova - 2015 - Review of Philosophy and Psychology 6 (4):621-640.
    I argue that perception of absence presents a top-down effect from expectations on perception, but then show that this cognitive effect is atypical and indirect. This calls into question usefulness of some of the existing notions of cognitive penetrability of perception and generates new questions about indirect cognitive influences on perception.
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  • Cognitive Penetrability of Perception in the Age of Prediction: Predictive Systems are Penetrable Systems.Gary Lupyan - 2015 - Review of Philosophy and Psychology 6 (4):547-569.
    The goal of perceptual systems is to allow organisms to adaptively respond to ecologically relevant stimuli. Because all perceptual inputs are ambiguous, perception needs to rely on prior knowledge accumulated over evolutionary and developmental time to turn sensory energy into information useful for guiding behavior. It remains controversial whether the guidance of perception extends to cognitive states or is locked up in a “cognitively impenetrable” part of perception. I argue that expectations, knowledge, and task demands can shape perception at multiple (...)
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  • Uncertainty in perception and the Hierarchical Gaussian Filter.Christoph D. Mathys, Ekaterina I. Lomakina, Jean Daunizeau, Sandra Iglesias, Kay H. Brodersen, Karl J. Friston & Klaas E. Stephan - 2014 - Frontiers in Human Neuroscience 8.
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  • The relationship between cognitive penetration and predictive coding.Fiona Macpherson - 2017 - Consciousness and Cognition 47:6-16.
    If beliefs and desires affect perception—at least in certain specified ways—then cognitive penetration occurs. Whether it occurs is a matter of controversy. Recently, some proponents of the predictive coding account of perception have claimed that the account entails that cognitive penetrations occurs. I argue that the relationship between the predictive coding account and cognitive penetration is dependent on both the specific form of the predictive coding account and the specific form of cognitive penetration. In so doing, I spell out different (...)
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  • Minimal self-models and the free energy principle.Jakub Limanowski & Felix Blankenburg - 2013 - Frontiers in Human Neuroscience 7.
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  • Making it Explicit.Isaac Levi & Robert B. Brandom - 1996 - Journal of Philosophy 93 (3):145.
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  • What do predictive coders want?Colin Klein - 2018 - Synthese 195 (6):2541-2557.
    The so-called “dark room problem” makes vivd the challenges that purely predictive models face in accounting for motivation. I argue that the problem is a serious one. Proposals for solving the dark room problem via predictive coding architectures are either empirically inadequate or computationally intractable. The Free Energy principle might avoid the problem, but only at the cost of setting itself up as a highly idealized model, which is then literally false to the world. I draw at least one optimistic (...)
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  • Autopoiesis, free energy, and the life–mind continuity thesis.Michael D. Kirchhoff - 2018 - Synthese 195 (6):2519-2540.
    The life–mind continuity thesis is difficult to study, especially because the relation between life and mind is not yet fully understood, and given that there is still no consensus view neither on what qualifies as life nor on what defines mind. Rather than taking up the much more difficult task of addressing the many different ways of explaining how life relates to mind, and vice versa, this paper considers two influential accounts addressing how best to understand the life–mind continuity thesis: (...)
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  • The Self‐Evidencing Brain.Jakob Hohwy - 2016 - Noûs 50 (2):259-285.
    An exciting theory in neuroscience is that the brain is an organ for prediction error minimization. This theory is rapidly gaining influence and is set to dominate the science of mind and brain in the years to come. PEM has extreme explanatory ambition, and profound philosophical implications. Here, I assume the theory, briefly explain it, and then I argue that PEM implies that the brain is essentially self-evidencing. This means it is imperative to identify an evidentiary boundary between the brain (...)
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  • Priors in perception: Top-down modulation, Bayesian perceptual learning rate, and prediction error minimization.Jakob Hohwy - 2017 - Consciousness and Cognition 47:75-85.
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  • Top-down and bottom-up in delusion formation.Jakob Hohwy - 2004 - Philosophy Psychiatry and Psychology 11 (1):65-70.
    In lieu of an abstract, here is a brief excerpt of the content:Philosophy, Psychiatry, & Psychology 11.1 (2004) 65-70 [Access article in PDF] Top-Down and Bottom-Up in Delusion Formation Jakob Hohwy Keywords delusions, top-down, bottom-up, predictive coding Some delusions may arise as responses to unusual experiences (Davies et al. 2001; Maher 1974;). The implication is that delusion formation in some cases involves some kind of bottom-up mechanism—roughly, from perception to belief. Delusion formation may also involve some kind of top-down mechanism. (...)
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  • Thought.Gilbert Harman - 1973 - Princeton, NJ, USA: Princeton University Press.
    Thoughts and other mental states are defined by their role in a functional system. Since it is easier to determine when we have knowledge than when reasoning has occurred, Gilbert Harman attempts to answer the latter question by seeing what assumptions about reasoning would best account for when we have knowledge and when not. He describes induction as inference to the best explanation, or more precisely as a modification of beliefs that seeks to minimize change and maximize explanatory coherence. Originally (...)
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  • The emulation theory of representation: Motor control, imagery, and perception.Rick Grush - 2004 - Behavioral and Brain Sciences 27 (3):377-396.
    The emulation theory of representation is developed and explored as a framework that can revealingly synthesize a wide variety of representational functions of the brain. The framework is based on constructs from control theory (forward models) and signal processing (Kalman filters). The idea is that in addition to simply engaging with the body and environment, the brain constructs neural circuits that act as models of the body and environment. During overt sensorimotor engagement, these models are driven by efference copies in (...)
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  • Active inference, enactivism and the hermeneutics of social cognition.Shaun Gallagher & Micah Allen - 2018 - Synthese 195 (6):2627-2648.
    We distinguish between three philosophical views on the neuroscience of predictive models: predictive coding, predictive processing and predictive engagement. We examine the concept of active inference under each model and then ask how this concept informs discussions of social cognition. In this context we consider Frith and Friston’s proposal for a neural hermeneutics, and we explore the alternative model of enactivist hermeneutics.
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  • Structural representations: causally relevant and different from detectors.Paweł Gładziejewski & Marcin Miłkowski - 2017 - Biology and Philosophy 32 (3):337-355.
    This paper centers around the notion that internal, mental representations are grounded in structural similarity, i.e., that they are so-called S-representations. We show how S-representations may be causally relevant and argue that they are distinct from mere detectors. First, using the neomechanist theory of explanation and the interventionist account of causal relevance, we provide a precise interpretation of the claim that in S-representations, structural similarity serves as a “fuel of success”, i.e., a relation that is exploitable for the representation using (...)
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  • Predictive coding and representationalism.Paweł Gładziejewski - 2016 - Synthese 193 (2).
    According to the predictive coding theory of cognition , brains are predictive machines that use perception and action to minimize prediction error, i.e. the discrepancy between bottom–up, externally-generated sensory signals and top–down, internally-generated sensory predictions. Many consider PCT to have an explanatory scope that is unparalleled in contemporary cognitive science and see in it a framework that could potentially provide us with a unified account of cognition. It is also commonly assumed that PCT is a representational theory of sorts, in (...)
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  • A Theory of Content and Other Essays.Jerry A. Fodor - 1990 - MIT Press.
    Preface and Acknowledgments Introduction PART I Intentionality Chapter 1 Fodor’ Guide to Mental Representation: The Intelligent Auntie’s Vade-Mecum Chapter 2 Semantics, Wisconsin Style Chapter 3 A Theory of Content, I: The Problem Chapter 4 A Theory of Content, II: The Theory Chapter 5 Making Mind Matter More Chapter 6 Substitution Arguments and the Individuation of Beliefs Chapter 7 Stephen Schiffer’s Dark Night of The Soul: A Review of Remnants of Meaning PART II Modularity Chapter 8 Précis of The Modularity of (...)
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  • Logic, Meaning, and Conceptual Role.Hartry H. Field - 1977 - Journal of Philosophy 74 (7):378-409.
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  • Knowledge and the flow of information.F. Dretske - 1989 - Trans/Form/Ação 12:133-139.
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  • Pattern Recognition and Machine Learning.Christopher M. Bishop - 2006 - Springer: New York.
    This is the first textbook on pattern recognition to present the Bayesian viewpoint. The book presents approximate inference algorithms that permit fast approximate answers in situations where exact answers are not feasible. It uses graphical models to describe probability distributions when no other books apply graphical models to machine learning. No previous knowledge of pattern recognition or machine learning concepts is assumed. Familiarity with multivariate calculus and basic linear algebra is required, and some experience in the use of probabilities would (...)
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  • Surfing Uncertainty: Prediction, Action, and the Embodied Mind.Andy Clark - 2015 - New York: Oxford University Press USA.
    How is it that thoroughly physical material beings such as ourselves can think, dream, feel, create and understand ideas, theories and concepts? How does mere matter give rise to all these non-material mental states, including consciousness itself? An answer to this central question of our existence is emerging at the busy intersection of neuroscience, psychology, artificial intelligence, and robotics.In this groundbreaking work, philosopher and cognitive scientist Andy Clark explores exciting new theories from these fields that reveal minds like ours to (...)
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  • The Innocent Eye: Why Vision is Not a Cognitive Process.Nico Orlandi - 2014 - Oxford: Oup Usa.
    Why does the world look to us as it does? As Nico Orlandi argues, it is simply because of how the world is. This answer emerges from understanding vision as situated in a structured environment, and it contrasts with the view that visual perception involves an inference.
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  • Radicalizing Enactivism: Basic Minds Without Content.Daniel D. Hutto & Erik Myin - 2013 - Cambridge, MA: MIT Press.
    In this book, Daniel Hutto and Erik Myin promote the cause of a radically enactive, embodied approach to cognition that holds that some kinds of minds -- basic minds -- are neither best explained by processes involving the manipulation of ...
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  • The Predictive Mind.Jakob Hohwy - 2013 - Oxford, GB: Oxford University Press UK.
    A new theory is taking hold in neuroscience. It is the theory that the brain is essentially a hypothesis-testing mechanism, one that attempts to minimise the error of its predictions about the sensory input it receives from the world. It is an attractive theory because powerful theoretical arguments support it, and yet it is at heart stunningly simple. Jakob Hohwy explains and explores this theory from the perspective of cognitive science and philosophy. The key argument throughout The Predictive Mind is (...)
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  • The Language of Thought.J. A. Fodor - 1978 - Critica 10 (28):140-143.
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  • In the space of reasons: selected essays of Wilfrid Sellars.Wilfrid Sellars - 2007 - Cambridge, Mass.: Harvard University Press. Edited by Kevin Scharp & Robert Brandom.
    Inference and meaning -- Some reflections on language games -- Language as thought and as communication -- Meaning as functional classification : a perspective on the relation of syntax to semantics -- Naming and saying -- Grammar and existence : a preface to ontology -- Abstract entities -- Being and being known -- The lever of Archimedes -- Some reflections on thoughts and things -- Mental events -- Phenomenalism -- The identity approach to the mind-body problem -- Philosophy and the (...)
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  • Reasoning, meaning, and mind.Gilbert Harman - 1999 - New York: Oxford University Press.
    In this important new collection, Gilbert Harman presents a selection of fifteen interconnected essays on fundamental issues at the center of analytic philosophy. The book opens with a group of four essays discussing basic principles of reasoning and rationality. The next three essays argue against the once popular idea that certain claims are true and knowable by virtue of meaning. In the third group of essays Harman presents his own view of meaning and the possibility of thinking in language The (...)
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  • Complexity and the Function of Mind in Nature.Peter Godfrey-Smith (ed.) - 1996 - New York: Cambridge University Press.
    This book explains the relationship between intelligence and environmental complexity, and in so doing links philosophy of mind to more general issues about the relations between organisms and environments, and to the general pattern of 'externalist' explanations. The author provides a biological approach to the investigation of mind and cognition in nature. In particular he explores the idea that the function of cognition is to enable agents to deal with environmental complexity. The history of the idea in the work of (...)
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  • Explanatory Pluralism: An Unrewarding Prediction Error for Free Energy Theorists.Matteo Colombo & Cory Wright - 2017 - Brain and Cognition 112:3–12.
    Courtesy of its free energy formulation, the hierarchical predictive processing theory of the brain (PTB) is often claimed to be a grand unifying theory. To test this claim, we examine a central case: activity of mesocorticolimbic dopaminergic (DA) systems. After reviewing the three most prominent hypotheses of DA activity—the anhedonia, incentive salience, and reward prediction error hypotheses—we conclude that the evidence currently vindicates explanatory pluralism. This vindication implies that the grand unifying claims of advocates of PTB are unwarranted. More generally, (...)
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  • Language, Thought, and Other Biological Categories.Ruth Garrett Millikan - 1984 - Behaviorism 14 (1):51-56.
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  • Biosemantics.Ruth Millikan - 1989 - Journal of Philosophy 86 (6):281--297.
    " Biosemantics " was the title of a paper on mental representation originally printed in The Journal of Philosophy in 1989. It contained a much abbreviated version of the work on mental representation in Language Thought and Other Biological Categories. There I had presented a naturalist theory of intentional signs generally, including linguistic representations, graphs, charts and diagrams, road sign symbols, animal communications, the "chemical signals" that regulate the function of glands, and so forth. But the term " biosemantics " (...)
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  • Thought.Gilbert Harman - 1973 - Noûs 11 (4):421-430.
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  • Theoretical neuroscience: computational and mathematical modeling of neural systems.Peter Dayan & L. Abbott - 2001 - Philosophical Psychology 15 (4):563-577.
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  • How Neurons Mean: A Neurocomputational Theory of Representational Content.Chris Eliasmith - 2000 - Dissertation, Washington University in St. Louis
    Questions concerning the nature of representation and what representations are about have been a staple of Western philosophy since Aristotle. Recently, these same questions have begun to concern neuroscientists, who have developed new techniques and theories for understanding how the locus of neurobiological representation, the brain, operates. My dissertation draws on philosophy and neuroscience to develop a novel theory of representational content.
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