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  1. Computational Neuropsychology and Bayesian Inference.Thomas Parr, Geraint Rees & Karl J. Friston - 2018 - Frontiers in Human Neuroscience 12.
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  • An interventionist approach to psychological explanation.Michael Rescorla - 2018 - Synthese 195 (5):1909-1940.
    Interventionism is a theory of causal explanation developed by Woodward and Hitchcock. I defend an interventionist perspective on the causal explanations offered within scientific psychology. The basic idea is that psychology causally explains mental and behavioral outcomes by specifying how those outcomes would have been different had an intervention altered various factors, including relevant psychological states. I elaborate this viewpoint with examples drawn from cognitive science practice, especially Bayesian perceptual psychology. I favorably compare my interventionist approach with well-known nomological and (...)
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  • Sensory malfunctions, limitations, and trade-offs.Todd Ganson - 2018 - Synthese 195 (4):1705-1713.
    Teleological accounts of sensory normativity treat normal functioning for a species as a standard: sensory error involves departure from normal functioning for the species, i.e. sensory malfunction. Straightforward reflection on sensory trade-offs reveals that normal functioning for a species can exhibit failures of accuracy. Acknowledging these failures of accuracy is central to understanding the adaptations of a species. To make room for these errors we have to go beyond the teleological framework and invoke the notion of an ideal observer from (...)
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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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  • Analogical reminding and the storage of experience: the paradox of Hofstadter-Sander.Stephen E. Robbins - 2017 - Phenomenology and the Cognitive Sciences 16 (3):355-385.
    In their exhaustive study of the cognitive operation of analogy, Hofstadter and Sander arrive at a paradox: the creative and inexhaustible production of analogies in our thought must derive from a “reminding” operation based upon the availability of the detailed totality of our experience. Yet the authors see no way that our experience can be stored in the brain in such detail nor do they see how such detail could be accessed or retrieved such that the innumerable analogical remindings we (...)
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  • Updating our Selves: Synthesizing Philosophical and Neurobiological Perspectives on Incorporating New Information into our Worldview.Fay Niker, Peter B. Reiner & Gidon Felsen - 2015 - Neuroethics 11 (3):273-282.
    Given the ubiquity and centrality of social and relational influences to the human experience, our conception of self-governance must adequately account for these external influences. The inclusion of socio-historical, externalist considerations into more traditional internalist accounts of autonomy has been an important feature of the debate over personal autonomy in recent years. But the relevant socio-temporal dynamics of autonomy are not only historical in nature. There are also important, and under-examined, future-oriented questions about how we retain autonomy while incorporating new (...)
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  • Radical Predictive Processing.Andy Clark - 2015 - Southern Journal of Philosophy 53 (S1):3-27.
    Recent work in computational and cognitive neuroscience depicts the brain as an ever‐active prediction machine: an inner engine continuously striving to anticipate the incoming sensory barrage. I briefly introduce this class of models before contrasting two ways of understanding the implied vision of mind. One way (Conservative Predictive Processing) depicts the predictive mind as an insulated inner arena populated by representations so rich and reconstructive as to enable the organism to ‘throw away the world’. The other (Radical Predictive Processing) stresses (...)
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  • Affective cognition: Exploring lay theories of emotion.Desmond C. Ong, Jamil Zaki & Noah D. Goodman - 2015 - Cognition 143 (C):141-162.
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  • Bayesian Cognitive Science, Unification, and Explanation.Stephan Hartmann & Matteo Colombo - 2017 - British Journal for the Philosophy of Science 68 (2).
    It is often claimed that the greatest value of the Bayesian framework in cognitive science consists in its unifying power. Several Bayesian cognitive scientists assume that unification is obviously linked to explanatory power. But this link is not obvious, as unification in science is a heterogeneous notion, which may have little to do with explanation. While a crucial feature of most adequate explanations in cognitive science is that they reveal aspects of the causal mechanism that produces the phenomenon to be (...)
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  • Action understanding as inverse planning.Chris L. Baker, Rebecca Saxe & Joshua B. Tenenbaum - 2009 - Cognition 113 (3):329-349.
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  • Bayesian learning and the psychology of rule induction.Ansgar D. Endress - 2013 - Cognition 127 (2):159-176.
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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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  • 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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  • How to play the ultimatum game: An engineering approach to metanormativity.Benoit Hardy-Vallée & Paul Thagard - 2008 - Philosophical Psychology 21 (2):173 – 192.
    The ultimatum game is a simple bargaining situation where the behavior of people frequently contradicts the optimal strategy according to classical game theory. Thus, according to many scholars, the commonly observed behavior should be considered irrational. We argue that this putative irrationality stems from a wrong conception of metanormativity (the study of norms about the establishment of norms). After discussing different metanormative conceptions, we defend a Quinean, naturalistic approach to the evaluation of norms. After reviewing empirical literature on the ultimatum (...)
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  • On time, memory and dynamic form.Stephen E. Robbins - 2004 - Consciousness and Cognition 13 (4):762-788.
    A common approach to explaining the perception of form is through the use of static features. The weakness of this approach points naturally to dynamic definitions of form. Considering dynamical form, however, leads inevitably to the need to explain how events are perceived as time-extended—a problem with primacy over that even of qualia. Optic flow models, energy models, models reliant on a rigidity constraint are examined. The reliance of these models on the instantaneous specification of form at an instant, t, (...)
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  • How Is Perception Tractable?Tyler Brooke-Wilson - 2023 - Philosophical Review 132 (2):239-292.
    Perception solves computationally demanding problems at lightning fast speed. It recovers sophisticated representations of the world from degraded inputs, often in a matter of milliseconds. Any theory of perception must be able to explain how this is possible; in other words, it must be able to explain perception’s computational tractability. One of the few attempts to move toward such an explanation is the information encapsulation hypothesis, which posits that perception can be fast because it keeps computational costs low by forgoing (...)
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  • Can We Perceive the Past?E. J. Green - forthcoming - In Lynn Nadel & Sara Aronowitz (eds.), Space, Time, and Memory. Oxford University Press.
    A prominent view holds that perception and memory are distinguished at least partly by their temporal orientation: Perception functions to represent the present, while memory functions to represent the past. Call this view perceptual presentism. This chapter critically examines perceptual presentism in light of contemporary perception science. I adduce evidence for three forms of perceptual sensitivity to the past: (i) shaping perception by past stimulus exposure, (ii) recruitment of mnemonic representations in perceptual processing, and (iii) perceptual representation of present objects (...)
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  • Rational inferences about social valuation.Tadeg Quillien, John Tooby & Leda Cosmides - 2023 - Cognition 239 (C):105566.
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  • Perception needs modular stimulus-control.Anders Nes - 2023 - Synthese 201 (6):1-30.
    Perceptual processes differ from cognitive, this paper argues, in functioning to be causally controlled by proximal stimuli, and being modular, at least in a modest sense that excludes their being isotropic in Jerry Fodor's sense. This claim agrees with such theorists as Jacob Beck and Ben Phillips that a function of stimulus-control is needed for perceptual status. In support of this necessity claim, I argue, inter alia, that E.J. Green's recent architectural account misclassifies processes deploying knowledge of grammar as perceptual. (...)
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  • Knowledge-augmented face perception: Prospects for the Bayesian brain-framework to align AI and human vision.Martin Maier, Florian Blume, Pia Bideau, Olaf Hellwich & Rasha Abdel Rahman - 2022 - Consciousness and Cognition 101:103301.
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  • What kind of empirical evidence is needed for probabilistic mental representations? An example from visual perception.Ömer Dağlar Tanrıkulu, Andrey Chetverikov, Sabrina Hansmann-Roth & Árni Kristjánsson - 2021 - Cognition 217 (C):104903.
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  • The Hierarchical Evolution in Human Vision Modeling.Dana H. Ballard & Ruohan Zhang - 2021 - Topics in Cognitive Science 13 (2):309-328.
    Ballard and Zhang offer a fascinating review of how computational models of human vision have evolved since David Marr proposed his Tri‐Level Hypothesis, with a focus on the refinement of algorithm descriptions over time.
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  • The Objective Bayesian Probability that an Unknown Positive Real Variable Is Greater Than a Known Is 1/2.Christopher D. Fiorillo & Sunil L. Kim - 2021 - Philosophies 6 (1):24.
    If there are two dependent positive real variables x1 and x2, and only x1 is known, what is the probability that x2 is larger versus smaller than x1? There is no uniquely correct answer according to “frequentist” and “subjective Bayesian” definitions of probability. Here we derive the answer given the “objective Bayesian” definition developed by Jeffreys, Cox, and Jaynes. We declare the standard distance metric in one dimension, d(A,B)≡|A−B|, and the uniform prior distribution, as axioms. If neither variable is known, (...)
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  • How can perceptual experiences explain uncertainty?Susanna Siegel - 2020 - Mind and Language 37 (2):134-158.
    Can perceptual experiences be states of uncertainty? We might expect them to be, if the perceptual processes from which they're generated, as well as the behaviors they help produce, take account of probabilistic information. Yet it has long been presumed that perceptual experiences purport to tell us about our environment, without hedging or qualifying. Against this long-standing view, I argue that perceptual experiences may well occasionally be states of uncertainty, but that they are never probabilistically structured. I criticize a powerful (...)
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  • Affect-biased attention and predictive processing.Madeleine Ransom, Sina Fazelpour, Jelena Markovic, James Kryklywy, Evan T. Thompson & Rebecca M. Todd - 2020 - Cognition 203 (C):104370.
    In this paper we argue that predictive processing (PP) theory cannot account for the phenomenon of affect-biased attention prioritized attention to stimuli that are affectively salient because of their associations with reward or punishment. Specifically, the PP hypothesis that selective attention can be analyzed in terms of the optimization of precision expectations cannot accommodate affect-biased attention; affectively salient stimuli can capture our attention even when precision expectations are low. We review the prospects of three recent attempts to accommodate affect with (...)
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  • Is Experience Stored in the Brain? A Current Model of Memory and the Temporal Metaphysic of Bergson.Stephen E. Robbins - 2021 - Axiomathes 31 (1):15-43.
    In discussion on consciousness and the hard problem, there is an unquestioned background assumption, namely, our experience is stored in the brain. Yet Bergson argued that this very question, “Is experience stored in the brain?” is the critical issue in the problem of consciousness. His examination of then-current memory research led him, save for motor or procedural memory, to a “no” answer. Others, for example Sheldrake, have continued this negative assessment of the research findings. So, has this assumption actually been (...)
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  • Towards a Bayesian Account of Perceptual Competence.Tim Butzer - 2022 - Erkenntnis 87 (3):1043-1061.
    I offer an account of perceptual warrant according to which one’s basic perceptual beliefs are immediately and defeasibly warranted if they are formed on the basis of experiences produced by a competent perceptual system. I claim that sub-personal features of one’s perceptual systems can render one competent to perceptually represent a particular environment. When these conditions are met, one is warranted in forming beliefs on the basis of one’s perceptual experiences. I develop my account of perceptual warrant in the context (...)
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  • Probabilistic representations in perception: Are there any, and what would they be?Steven Gross - 2020 - Mind and Language 35 (3):377-389.
    Nick Shea’s Representation in Cognitive Science commits him to representations in perceptual processing that are about probabilities. This commentary concerns how to adjudicate between this view and an alternative that locates the probabilities rather in the representational states’ associated “attitudes”. As background and motivation, evidence for probabilistic representations in perceptual processing is adduced, and it is shown how, on either conception, one can address a specific challenge Ned Block has raised to this evidence.
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  • Priors and Prejudices: Comments on Susanna Siegel's The Rationality of Perception.Andy Clark - 2018 - Res Philosophica 95 (4):741-750.
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  • Manipulation is key: on why non-mechanistic explanations in the cognitive sciences also describe relations of manipulation and control.Lotem Elber-Dorozko - 2018 - Synthese 195 (12):5319-5337.
    A popular view presents explanations in the cognitive sciences as causal or mechanistic and argues that an important feature of such explanations is that they allow us to manipulate and control the explanandum phenomena. Nonetheless, whether there can be explanations in the cognitive sciences that are neither causal nor mechanistic is still under debate. Another prominent view suggests that both causal and non-causal relations of counterfactual dependence can be explanatory, but this view is open to the criticism that it is (...)
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  • Troubles with Bayesianism: An introduction to the psychological immune system.Eric Mandelbaum - 2018 - Mind and Language 34 (2):141-157.
    A Bayesian mind is, at its core, a rational mind. Bayesianism is thus well-suited to predict and explain mental processes that best exemplify our ability to be rational. However, evidence from belief acquisition and change appears to show that we do not acquire and update information in a Bayesian way. Instead, the principles of belief acquisition and updating seem grounded in maintaining a psychological immune system rather than in approximating a Bayesian processor.
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  • Rational Inference of Beliefs and Desires From Emotional Expressions.Yang Wu, Chris L. Baker, Joshua B. Tenenbaum & Laura E. Schulz - 2018 - Cognitive Science 42 (3):850-884.
    We investigated people's ability to infer others’ mental states from their emotional reactions, manipulating whether agents wanted, expected, and caused an outcome. Participants recovered agents’ desires throughout. When the agent observed, but did not cause the outcome, participants’ ability to recover the agent's beliefs depended on the evidence they got. When the agent caused the event, participants’ judgments also depended on the probability of the action ; when actions were improbable given the mental states, people failed to recover the agent's (...)
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  • Learning What to See in a Changing World.Katharina Schmack, Veith Weilnhammer, Jakob Heinzle, Klaas E. Stephan & Philipp Sterzer - 2016 - Frontiers in Human Neuroscience 10.
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  • Automatically Characterizing Sensory-Motor Patterns Underlying Reach-to-Grasp Movements on a Physical Depth Inversion Illusion.Jillian Nguyen, Ushma V. Majmudar, Jay H. Ravaliya, Thomas V. Papathomas & Elizabeth B. Torres - 2015 - Frontiers in Human Neuroscience 9.
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  • Visual aftereffects and sensory nonlinearities from a single statistical framework.Valero Laparra & Jesús Malo - 2015 - Frontiers in Human Neuroscience 9.
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  • From Flashes to Edges to Objects: Recovery of Local Edge Fragments Initiates Spatiotemporal Boundary Formation.Gennady Erlikhman & Philip J. Kellman - 2016 - Frontiers in Psychology 7.
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  • Evidence for similar early but not late representation of possible and impossible objects.Erez Freud, Bat-Sheva Hadad, Galia Avidan & Tzvi Ganel - 2015 - Frontiers in Psychology 6.
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  • Cognitive Penetration and the Tribunal of Experience.Jona Vance - 2015 - Review of Philosophy and Psychology 6 (4):641-663.
    Perception purports to help you gain knowledge of the world even if the world is not the way you expected it to be. Perception also purports to be an independent tribunal against which you can test your beliefs. It is natural to think that in order to serve these and other central functions, perceptual representations must not causally depend on your prior beliefs and expectations. In this paper, I clarify and then argue against the natural thought above. All perceptual systems (...)
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  • When the predictive brain gets it really wrong.Gavin Buckingham & Melvyn A. Goodale - 2013 - Behavioral and Brain Sciences 36 (3):208-209.
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  • More varieties of Bayesian theories, but no enlightenment.Jeffrey S. Bowers & Colin J. Davis - 2011 - Behavioral and Brain Sciences 34 (4):193-194.
    We argue that Bayesian models are best categorized as methodological or theoretical. That is, models are used as tools to constrain theories, with no commitment to the processes that mediate cognition, or models are intended to approximate the underlying algorithmic solutions. We argue that both approaches are flawed, and that the Enlightened Bayesian approach is unlikely to help.
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  • Programs as Causal Models: Speculations on Mental Programs and Mental Representation.Nick Chater & Mike Oaksford - 2013 - Cognitive Science 37 (6):1171-1191.
    Judea Pearl has argued that counterfactuals and causality are central to intelligence, whether natural or artificial, and has helped create a rich mathematical and computational framework for formally analyzing causality. Here, we draw out connections between these notions and various current issues in cognitive science, including the nature of mental “programs” and mental representation. We argue that programs (consisting of algorithms and data structures) have a causal (counterfactual-supporting) structure; these counterfactuals can reveal the nature of mental representations. Programs can also (...)
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  • Perception and Cognition: Essays in the Philosophy of Psychology.David Michael Kaplan - 2012 - Philosophical Psychology 25 (3):463-468.
    Philosophical Psychology, Volume 0, Issue 0, Page 1-6, Ahead of Print.
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  • Perceptual illusions in brief visual presentations.Vincent de Gardelle, Jérôme Sackur & Sid Kouider - 2009 - Consciousness and Cognition 18 (3):569-577.
    We often feel that our perceptual experience is richer than what we can express. For instance, when flashed with a large set of letters, we feel that we can see them all, while we can report only a few. However, the nature of this subjective impression remains highly debated: while many favour a dissociation between two forms of consciousness , others contend that the richness of phenomenal experience is a mere illusion. Here we addressed this question with a classical partial-report (...)
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  • The Probabilistic Cell: Implementation of a Probabilistic Inference by the Biochemical Mechanisms of Phototransduction.Jacques Droulez - 2010 - Acta Biotheoretica 58 (2-3):103-120.
    When we perceive the external world, our brain has to deal with the incompleteness and uncertainty associated with sensory inputs, memory and prior knowledge. In theoretical neuroscience probabilistic approaches have received a growing interest recently, as they account for the ability to reason with incomplete knowledge and to efficiently describe perceptive and behavioral tasks. How can the probability distributions that need to be estimated in these models be represented and processed in the brain, in particular at the single cell level? (...)
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  • Common Bayesian Models for Common Cognitive Issues.Francis Colas, Julien Diard & Pierre Bessière - 2010 - Acta Biotheoretica 58 (2-3):191-216.
    How can an incomplete and uncertain model of the environment be used to perceive, infer, decide and act efficiently? This is the challenge that both living and artificial cognitive systems have to face. Symbolic logic is, by its nature, unable to deal with this question. The subjectivist approach to probability is an extension to logic that is designed specifically to face this challenge. In this paper, we review a number of frequently encountered cognitive issues and cast them into a common (...)
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  • Closing the gap between ideal and real behavior: Scientific vs. engineering approaches to normativity.Sergei Gepshtein - 2009 - Philosophical Psychology 22 (1):61 – 75.
    Early normative studies of human behavior revealed a gap between the norms of practical rationality (what humans ought to do) and the actual human behavior (what they do). It has been suggested that, to close the gap between the descriptive and the normative, one has to revise norms of practical rationality according to the Quinean, engineering view of normativity. On this view, the norms must be designed such that they effectively account for behavior. I review recent studies of human perception (...)
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  • Bergson and the holographic theory of mind.Stephen E. Robbins - 2006 - Phenomenology and the Cognitive Sciences 5 (3-4):365-394.
    Bergson’s model of time (1889) is perhaps the proto-phenomenological theory. It is part of a larger model of mind (1896) which can be seen in modern light as describing the brain as supporting a modulated wave within a holographic field, specifying the external image of the world, and wherein subject and object are differentiated not in terms of space, but of time. Bergson’s very concrete model is developed and deepened with Gibson’s ecological model of perception. It is applied to the (...)
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  • Conflicts between short- and long-term experiences affect visual perception through modulating sensory or motor response systems: Evidence from Bayesian inference models.Qi Sun, Jing-Yi Wang & Xiu-Mei Gong - 2024 - Cognition 246 (C):105768.
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  • Sparks of New Metaphysics and the Limits of Explanatory Abstractions.Thomas Hauer - 2024 - Metaphysica 25 (1):15-39.
    Physical reality as an explanatory model is an abstraction of the mind. Every perceptual system is a user interface, like the dashboard of an aeroplane or the desktop of a computer. We do not see or otherwise perceive reality but only interface with reality. The user interface concept is a starting point for a critical dialogue with those epistemic theories that present themselves as veridical and take explanatory abstractions as ontological primitives. At the heart of any scientific model are assumptions (...)
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