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Model-free metacognition

Cognition 225 (C):105117 (2022)

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  1. An opportunity cost model of subjective effort and task performance.Robert Kurzban, Angela Duckworth, Joseph W. Kable & Justus Myers - 2013 - Behavioral and Brain Sciences 36 (6):661-679.
    Why does performing certain tasks cause the aversive experience of mental effort and concomitant deterioration in task performance? One explanation posits a physical resource that is depleted over time. We propose an alternative explanation that centers on mental representations of the costs and benefits associated with task performance. Specifically, certain computational mechanisms, especially those associated with executive function, can be deployed for only a limited number of simultaneous tasks at any given moment. Consequently, the deployment of these computational mechanisms carries (...)
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  • Metacognition is prior.Justin J. Couchman, Mariana V. C. Coutinho, Michael J. Beran & J. David Smith - 2009 - Behavioral and Brain Sciences 32 (2):142-142.
    We agree with Carruthers that evidence for metacognition in species lacking mindreading provides dramatic evidence in favor of the metacognition-is-prior account and against the mindreading-is-prior account. We discuss this existing evidence and explain why an evolutionary perspective favors the former account and poses serious problems for the latter account.
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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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  • A nice surprise? Predictive processing and the active pursuit of novelty.Andy Clark - 2018 - Phenomenology and the Cognitive Sciences 17 (3):521-534.
    Recent work in cognitive and computational neuroscience depicts human brains as devices that minimize prediction error signals: signals that encode the difference between actual and expected sensory stimulations. This raises a series of puzzles whose common theme concerns a potential misfit between this bedrock informationtheoretic vision and familiar facts about the attractions of the unexpected. We humans often seem to actively seek out surprising events, deliberately harvesting novel and exciting streams of sensory stimulation. Conversely, we often experience some wellexpected sensations (...)
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  • On Valence: Imperative or Representation of Value?Peter Carruthers - 2023 - British Journal for the Philosophy of Science 74 (3):533-553.
    Affective valence is increasingly thought to be the common currency underlying all forms of intuitive, non-discursive decision making, in both humans and other animals. And it is thought to constitute the good or bad (pleasant or unpleasant) aspects of all desires, emotions, and moods. This article contrasts two theories of valence. According to one, valence is an experience-directed imperative (‘more of this!’ or ‘less of this!’); according to the other, valence is a representation of adaptive value or disvalue. The latter (...)
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  • How we know our own minds: The relationship between mindreading and metacognition.Peter Carruthers - 2009 - Behavioral and Brain Sciences 32 (2):121-138.
    Four different accounts of the relationship between third-person mindreading and first-person metacognition are compared and evaluated. While three of them endorse the existence of introspection for propositional attitudes, the fourth (defended here) claims that our knowledge of our own attitudes results from turning our mindreading capacities upon ourselves. Section 1 of this target article introduces the four accounts. Section 2 develops the “mindreading is prior” model in more detail, showing how it predicts introspection for perceptual and quasi-perceptual (e.g., imagistic) mental (...)
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  • Explicit nonconceptual metacognition.Peter Carruthers - 2020 - Philosophical Studies 178 (7):2337-2356.
    The goal of this paper is to explore forms of metacognition that have rarely been discussed in the extensive psychological and philosophical literatures on the topic. These would comprise explicit instances of meta-representation of some set of mental states or processes in oneself, but without those representations being embedded in anything remotely resembling a theory of mind, and independent of deployment of any sort of concept-like representation of the mental. Following a critique of some extant suggestions made by Nicholas Shea, (...)
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  • Basic questions.Peter Carruthers - 2018 - Mind and Language 33 (2):130-147.
    This paper argues that a set of questioning attitudes are among the foundations of human and animal minds. While both verbal questioning and states of curiosity are generally explained in terms of metacognitive desires for knowledge or true belief, I argue that each is better explained by a prelinguistic sui generis type of mental attitude of questioning. I review a range of considerations in support of such a proposal and improve on previous characterizations of the nature of these attitudes. I (...)
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  • Are epistemic emotions metacognitive?Peter Carruthers - 2017 - Philosophical Psychology 30 (1-2):58-78.
    This article addresses the question whether epistemic emotions are in any sense inherently metacognitive. The paper begins with some critical discussion of a recent suggestion made by Joelle Proust, that these emotions might be implicitly or procedurally metacognitive. It then explores the theoretical resources that are needed to explain how such emotions arise and do their work. While there is a perennial temptation to think that epistemic emotions are somehow about the cognitive states of the person undergoing the emotion, we (...)
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  • The generality constraint and categorial restrictions.Elisabeth Camp - 2004 - Philosophical Quarterly 54 (215):209–231.
    We should not admit categorial restrictions on the significance of syntactically well formed strings. Syntactically well formed but semantically absurd strings, such as ‘Life’s but a walking shadow’ and ‘Caesar is a prime number’, can express thoughts; and competent thinkers both are able to grasp these and ought to be able to. Gareth Evans’ generality constraint, though Evans himself restricted it, should be viewed as a fully general constraint on concept possession and propositional thought. For (a) even well formed but (...)
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  • Cognitive Models Are Distinguished by Content, Not Format.Patrick Butlin - 2021 - Philosophy of Science 88 (1):83-102.
    Cognitive scientists often describe the mind as constructing and using models of aspects of the environment, but it is not obvious what makes something a model as opposed to a mere representation....
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  • Go when you know: Chimpanzees’ confidence movements reflect their responses in a computerized memory task.Michael J. Beran, Bonnie M. Perdue, Sara E. Futch, J. David Smith, Theodore A. Evans & Audrey E. Parrish - 2015 - Cognition 142 (C):236-246.
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  • Primate Cognition.Amanda Seed & Michael Tomasello - 2010 - Topics in Cognitive Science 2 (3):407-419.
    As the cognitive revolution was slow to come to the study of animal behavior, the vast majority of what we know about primate cognition has been discovered in the last 30 years. Building on the recognition that the physical and social worlds of humans and their living primate relatives pose many of the same evolutionary challenges, programs of research have established that the most basic cognitive skills and mental representations that humans use to navigate those worlds are already possessed by (...)
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  • Curiosity was Framed.Dennis Whitcomb - 2010 - Philosophy and Phenomenological Research 81 (3):664-687.
    This paper explores the nature of curiosity from an epistemological point of view. First it motivates this exploration by explaining why epistemologists do and should care about what curiosity is. Then it surveys the relevant literature and develops a particular approach.
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  • Question‐directed attitudes.Jane Friedman - 2013 - Philosophical Perspectives 27 (1):145-174.
    In this paper I argue that there is a class of attitudes that have questions (rather than propositions or something else) as contents.
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  • Mirror neurons and the simulation theory of mind-reading.Vittorio Gallese & Alvin I. Goldman - 1998 - Trends in Cognitive Sciences 2 (12):493-501.
    A new class of visuomotor neuron has been recently discovered in the monkey’s premotor cortex: mirror neurons. These neurons respond both when a particular action is performed by the recorded monkey and when the same action, performed by another individual, is observed. Mirror neurons appear to form a cortical system matching observation and execution of goal-related motor actions. Experimental evidence suggests that a similar matching system also exists in humans. What might be the functional role of this matching system? One (...)
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  • The time course of perceptual choice: The leaky, competing accumulator model.Marius Usher & James L. McClelland - 2001 - Psychological Review 108 (3):550-592.
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  • Disentangling decision models: From independence to competition.Andrei R. Teodorescu & Marius Usher - 2013 - Psychological Review 120 (1):1-38.
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  • Belief-based action prediction in preverbal infants.Victoria Southgate & Angelina Vernetti - 2014 - Cognition 130 (1):1-10.
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  • The comparative psychology of uncertainty monitoring and metacognition.J. Smith, W. Shields & D. Washburn - 2003 - Behavioral and Brain Sciences 26 (3):317-339.
    Researchers have begun to explore animals' capacities for uncertainty monitoring and metacognition. This exploration could extend the study of animal self-awareness and establish the relationship of self-awareness to other-awareness. It could sharpen descriptions of metacognition in the human literature and suggest the earliest roots of metacognition in human development. We summarize research on uncertainty monitoring by humans, monkeys, and a dolphin within perceptual and metamemory tasks. We extend phylogenetically the search for metacognitive capacities by considering studies that have tested less (...)
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  • Reward Prediction Error Signals are Meta‐Representational.Nicholas Shea - 2014 - Noûs 48 (2):314-341.
    1. Introduction 2. Reward-Guided Decision Making 3. Content in the Model 4. How to Deflate a Metarepresentational Reading Proust and Carruthers on metacognitive feelings 5. A Deflationary Treatment of RPEs? 5.1 Dispensing with prediction errors 5.2 What is use of the RPE focused on? 5.3 Alternative explanations—worldly correlates 5.4 Contrast cases 6. Conclusion Appendix: Temporal Difference Learning Algorithms.
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  • Representation and mental representation.Robert D. Rupert - 2018 - Philosophical Explorations 21 (2):204-225.
    This paper engages critically with anti-representationalist arguments pressed by prominent enactivists and their allies. The arguments in question are meant to show that the “as-such” and “job-description” problems constitute insurmountable challenges to causal-informational theories of mental content. In response to these challenges, a positive account of what makes a physical or computational structure a mental representation is proposed; the positive account is inspired partly by Dretske’s views about content and partly by the role of mental representations in contemporary cognitive scientific (...)
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  • Two-stage dynamic signal detection: A theory of choice, decision time, and confidence.Timothy J. Pleskac & Jerome R. Busemeyer - 2010 - Psychological Review 117 (3):864-901.
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  • Relationships between implicit and explicit uncertainty monitoring and mindreading: Evidence from autism spectrum disorder.Toby Nicholson, David M. Williams, Catherine Grainger, Sophie E. Lind & Peter Carruthers - 2019 - Consciousness and Cognition 70:11-24.
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  • Curiosity and the pleasures of learning: Wanting and liking new information.Jordan Litman - 2005 - Cognition and Emotion 19 (6):793-814.
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  • Monitoring and control processes in the strategic regulation of memory accuracy.Asher Koriat & Morris Goldsmith - 1996 - Psychological Review 103 (3):490-517.
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  • How do we know that we know? The accessibility model of the feeling of knowing.Asher Koriat - 1993 - Psychological Review 100 (4):609-639.
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  • How we know our minds: The illusion of first-person knowledge of intentionality.Alison Gopnik - 1993 - Behavioral and Brain Sciences 16 (1):1-14.
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  • The strategy of model-based science.Peter Godfrey-Smith - 2006 - Biology and Philosophy 21 (5):725-740.
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  • Theory of mind and self-consciousness: What is it like to be autistic?Uta Frith & Francesca Happé - 1999 - Mind and Language 14 (1):1-22.
    Autism provides a model for exploring the nature of self‐consciousness: self‐consciousness requires the ability to reflect on mental states, and autism is a disorder with a specific impairment in the neurocognitive mechanism underlying this ability. Experimental studies of normal and abnormal development suggest that the abilities to attribute mental states to self and to others are closely related. Thus inability to pass standard ‘theory of mind’ tests, which refer to others’ false beliefs, may imply lack of self‐consciousness. Individuals who persistently (...)
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  • The free-energy principle: a rough guide to the brain?Karl Friston - 2009 - Trends in Cognitive Sciences 13 (7):293-301.
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  • Self-evaluation of decision-making: A general Bayesian framework for metacognitive computation.Stephen M. Fleming & Nathaniel D. Daw - 2017 - Psychological Review 124 (1):91-114.
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  • Learned industriousness.Robert Eisenberger - 1992 - Psychological Review 99 (2):248-267.
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  • Biosemantics.Ruth Garrett Millikan - 1989 - Journal of Philosophy 86 (July):281-97.
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  • Neural Mechanisms for Interacting with a World Full of Action Choices.Paul Cisek & John F. Kalaska - 2010 - Annual Review of Neuroscience 33:269-298.
    The neural bases of behavior are often discussed in terms of perceptual, cognitive, and motor stages, defined within an information processing framework that was originally inspired by models of human abstract problem solving. Here, we review a growing body of neurophysiological data that is difficult to reconcile with this influential theoretical perspective. As an alternative foundation for interpreting neural data, we consider frameworks borrowed from ethology, which emphasize the kinds of real-time interactive behaviors that animals have engaged in for millions (...)
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