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  1. Building machines that learn and think like people.Brenden M. Lake, Tomer D. Ullman, Joshua B. Tenenbaum & Samuel J. Gershman - 2017 - Behavioral and Brain Sciences 40.
    Recent progress in artificial intelligence has renewed interest in building systems that learn and think like people. Many advances have come from using deep neural networks trained end-to-end in tasks such as object recognition, video games, and board games, achieving performance that equals or even beats that of humans in some respects. Despite their biological inspiration and performance achievements, these systems differ from human intelligence in crucial ways. We review progress in cognitive science suggesting that truly human-like learning and thinking (...)
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  • Pacifier Overuse and Conceptual Relations of Abstract and Emotional Concepts.Barca Laura, Mazzuca Claudia & M. Borghi Anna - 2017 - Frontiers in Psychology 8.
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  • Why Do We Need Emotion Words in the First Place? Commentary on Lakoff.Adrienne Wood, Gary Lupyan & Paula Niedenthal - 2016 - Emotion Review 8 (3):274-275.
    George Lakoff discusses how emotion metaphors reflect the discrete bodily states associated with each emotion. The analysis raises questions about the context for and frequency of use of emotion metaphors and, indeed, emotion labels, per se. An assumption implicit to most theories of emotion is that emotion language is just another channel through which people express ongoing emotion states. Drawing from recent evidence that labeling ongoing emotions reduces their intensity, we propose that a primary function of emotion language is regulatory (...)
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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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  • Cognition does not affect perception: Evaluating the evidence for “top-down” effects.Chaz Firestone & Brian J. Scholl - 2016 - Behavioral and Brain Sciences 39:1-72.
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  • Constructing Embodied Emotion with Language: Moebius Syndrome and Face-Based Emotion Recognition Revisited.Hunter Gentry - forthcoming - Australasian Journal of Philosophy.
    Some embodied theories of concepts state that concepts are represented in a sensorimotor manner, typically via simulation in sensorimotor cortices. Fred Adams (2010) has advanced an empirical argument against embodied concepts reasoning as follows. If concepts are embodied, then patients with certain sensorimotor impairments should perform worse on categorization tasks involving those concepts. Adams cites a study with Moebius Syndrome patients that shows typical categorization performance in face-based emotion recognition. Adams concludes that their typical performance shows that embodiment is false. (...)
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  • Why Human Prejudice is so Persistent: A Predictive Coding Analysis.Tzu-Wei Hung - 2023 - Social Epistemology 37 (6):779-797.
    Although the relationship between prejudice and predictive coding has attracted more attention recently, many important issues remain to be investigated, such as why prejudice is so persistent and how to accommodate seemingly conflicting studies. In this paper, we offer an integrated framework to explain the functional-computational mechanism of prejudice. We argue that this framework better explains (i) why prejudice is somewhat immune to revision, (ii) how inconsistent processing (e.g. one’s moral belief and biased emotional reaction) may occur, (iii) the dispute (...)
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  • Mental Imagery and the Epistemology of Testimony.Daniel Munro - 2022 - Canadian Journal of Philosophy 52 (4):428-449.
    Mental imagery often occurs during testimonial belief transmission: a testifier often episodically remembers or imagines a scene while describing it, while a listener often imagines that scene as it’s described to her. I argue that getting clear on imagery’s psychological roles in testimonial belief transmission has implications for some fundamental issues in the epistemology of testimony. I first appeal to imagery cases to argue against a widespread “internalist” approach to the epistemology of testimony. I then appeal to the same sort (...)
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  • The language marker hypothesis.Peter Hagoort - 2023 - Cognition 230 (C):105252.
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  • Word frequency effects found in free recall are rather due to Bayesian surprise.Serban C. Musca & Anthony Chemero - 2022 - Frontiers in Psychology 13.
    The inconsistent relation between word frequency and free recall performance and the non-monotonic relation found between the two cannot all be explained by current theories. We propose a theoretical framework that can explain all extant results. Based on an ecological psychology analysis of the free recall situation in terms of environmental and informational resources available to the participants, we propose that because participants’ cognitive system has been shaped by their native language, free recall performance is best understood as the end (...)
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  • When seeing is not believing: A mechanistic basis for predictive divergence.Chiara Caporuscio, Sascha Benjamin Fink, Philipp Sterzer & Joshua M. Martin - 2022 - Consciousness and Cognition 102:103334.
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  • Stone tools, predictive processing and the evolution of language.Ross Pain - 2023 - Mind and Language 38 (3):711-731.
    Recent work by Stout and colleagues indicates that the neural correlates of language and Early Stone Age toolmaking overlap significantly. The aim of this paper is to add computational detail to their findings. I use an error minimisation model to outline where the information processing overlap between toolmaking and language lies. I argue that the Early Stone Age signals the emergence of complex structured representations. I then highlight a feature of my account: It allows us to understand the early evolution (...)
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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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  • Scaling up Predictive Processing to language with Construction Grammar.Christian Michel - 2023 - Philosophical Psychology 36 (3):553-579.
    Predictive Processing (PP) is an increasingly influential neurocognitive-computational framework. PP research has so far focused predominantly on lower level perceptual, motor, and various psychological phenomena. But PP seems to face a “scale-up challenge”: How can it be extended to conceptual thought, language, and other higher cognitive competencies? Compositionality, arguably a central feature of conceptual thought, cannot easily be accounted for in PP because it is not couched in terms of classical symbol processing. I argue, using the example of language, that (...)
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  • Categorical perception meets El Greco: Categories unequally influence color perception of simultaneously present objects.Marina Dubova & Robert L. Goldstone - 2022 - Cognition 223 (C):105025.
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  • Schema-Centred Unity and Process-Centred Pluralism of the Predictive Mind.Nina Poth - 2022 - Minds and Machines 32 (3):433-459.
    Proponents of the predictive processing (PP) framework often claim that one of the framework’s significant virtues is its unificatory power. What is supposedly unified are predictive processes in the mind, and these are explained in virtue of a common prediction error-minimisation (PEM) schema. In this paper, I argue against the claim that PP currently converges towards a unified explanation of cognitive processes. Although the notion of PEM systematically relates a set of posits such as ‘efficiency’ and ‘hierarchical coding’ into a (...)
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  • Bayes, predictive processing, and the cognitive architecture of motor control.Daniel C. Burnston - 2021 - Consciousness and Cognition 96 (C):103218.
    Despite their popularity, relatively scant attention has been paid to the upshot of Bayesian and predictive processing models of cognition for views of overall cognitive architecture. Many of these models are hierarchical ; they posit generative models at multiple distinct "levels," whose job is to predict the consequences of sensory input at lower levels. I articulate one possible position that could be implied by these models, namely, that there is a continuous hierarchy of perception, cognition, and action control comprising levels (...)
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  • Memoria y percepción en la entrevista autobiográfica: una simulación episódica que se adapta en tiempo real al contexto.Carlos Alberto Guerrero Velázquez - 2021 - Estudios de Filosofía (Universidad de Antioquia) 64:21-45.
    Perception and memory are usually thought to be two independent faculties, where the former is believed to only have an influence on the latter at encoding. In autobiographical interviews of oral history and historical memory, interviewees select, adapt, and complete their memories to create different versions. This paper argues that this process is a consequence of the simulative nature of episodic memory and the interviewees’ use of perceptual information to generate and adapt their memories to an autobiographical discourse with the (...)
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  • Enacting Media. An Embodied Account of Enculturation Between Neuromediality and New Cognitive Media Theory.Joerg Fingerhut - 2021 - Frontiers in Psychology 12.
    This paper argues that the still-emerging paradigm of situated cognition requires a more systematic perspective on media to capture the enculturation of the human mind. By virtue of being media, cultural artifacts present central experiential models of the world for our embodied minds to latch onto. The paper identifies references to external media within embodied, extended, enactive, and predictive approaches to cognition, which remain underdeveloped in terms of the profound impact that media have on our mind. To grasp this impact, (...)
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  • The Influences of Category Learning on Perceptual Reconstructions.Marina Dubova & Robert L. Goldstone - 2021 - Cognitive Science 45 (5):e12981.
    We explore different ways in which the human visual system can adapt for perceiving and categorizing the environment. There are various accounts of supervised (categorical) and unsupervised perceptual learning, and different perspectives on the functional relationship between perception and categorization. We suggest that common experimental designs are insufficient to differentiate between hypothesized perceptual learning mechanisms and reveal their possible interplay. We propose a relatively underutilized way of studying potential categorical effects on perception, and we test the predictions of different perceptual (...)
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  • Underlying delusion: Predictive processing, looping effects, and the personal/sub-personal distinction.Matteo Colombo & Regina E. Fabry - 2020 - Philosophical Psychology (6):829-855.
    What is the relationship between the concepts of the predictive processing theory of brain functioning and the everyday concepts with which people conduct and explain their mental lives? To answer this question, we focus on predictive processing explanations of mental disorder that appeal to false inference. After distinguishing two concepts of false inference, we survey four ways of understanding the relationship between explanations of mental phenomena at the personal and sub-personal level. We then argue that if predictive processing accurately accounts (...)
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  • The Integrity of Motivated Vision: A Reply to Gilchrist, 2020.Kent Harber, Jeanine Stefanucci & Dustin Stokes - 2021 - Perception 50 (4):287-93.
    In the September 2020 edition of Perception, Alan Gilchrist published an editorial entitled “The Integrity of Vision” (Gilchrist, 2020). In it, Gilchrist critiques motivated perception research. His main points are as follows: (1) Motivated perception is compromised by experimental demand: Results do not actually show motivated perception but instead reflect subjects’ desires to comply with inferred predictions. (2) Motivated perception studies use designs that make predictions obvious to subjects. These transparent designs conspire with experimental demand to yield confirmatory but compromised (...)
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  • The Liar Paradox in the predictive mind.Christian Michel - 2019 - Pragmatics Cognition 26 (2-3):239-266.
    Most discussions frame the Liar Paradox as a formal logical-linguistic puzzle. Attempts to resolve the paradox have focused very little so far on aspects of cognitive psychology and processing, because semantic and cognitive-psychological issues are generally assumed to be disjunct. I provide a motivation and carry out a cognitive-computational treatment of the liar paradox based on a model of language and conceptual knowledge within the Predictive Processing framework. I suggest that the paradox arises as a failure of synchronization between two (...)
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  • Normative folk psychology and decision theory.Joe Dewhurst & Christopher Burr - 2022 - Mind and Language 37 (4):525-542.
    Our aim in this paper is to explore two possible directions of interaction between normative folk psychology and decision theory. In one direction, folk psychology plays a regulative role that constrains practical decision‐making. In the other direction, decision theory provides novel tools and norms that shape folk psychology. We argue that these interactions could lead to the emergence of an iterative “decision theoretic spiral," where folk psychology influences decision‐making, decision‐making is studied by decision theory, and decision theory influences folk psychology. (...)
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  • Extended active inference: Constructing predictive cognition beyond skulls.Axel Constant, Andy Clark, Michael Kirchhoff & Karl J. Friston - 2022 - Mind and Language 37 (3):373-394.
    Cognitive niche construction is the process whereby organisms create and maintain cause–effect models of their niche as guides for fitness influencing behavior. Extended mind theory claims that cognitive processes extend beyond the brain to include predictable states of the world. Active inference and predictive processing in cognitive science assume that organisms embody predictive (i.e., generative) models of the world optimized by standard cognitive functions (e.g., perception, action, learning). This paper presents an active inference formulation that views cognitive niche construction as (...)
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  • The Liar Paradox in the predictive mind.Christian Michel - 2020 - Pragmatics and Cognition 26 (2-3):239-266.
    Most discussions frame the Liar Paradox as a formal logical-linguistic puzzle. Attempts to resolve the paradox have focused very little so far on aspects of cognitive psychology and processing, because semantic and cognitive-psychological issues are generally assumed to be disjunct. I provide a motivation and carry out a cognitive-computational treatment of the liar paradox based on a cognitive-computational model of language and conceptual knowledge within the Predictive Processing framework. I suggest that the paradox arises as a failure of synchronization between (...)
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  • The Perception-Cognition Border: A Case for Architectural Division.E. J. Green - 2020 - Philosophical Review 129 (3):323-393.
    A venerable view holds that a border between perception and cognition is built into our cognitive architecture and that this imposes limits on the way information can flow between them. While the deliverances of perception are freely available for use in reasoning and inference, there are strict constraints on information flow in the opposite direction. Despite its plausibility, this approach to the perception-cognition border has faced criticism in recent years. This article develops an updated version of the architectural approach, which (...)
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  • Flexing Gender Perception: Brain Potentials Reveal the Cognitive Permeability of Grammatical Information.Sayaka Sato, Aina Casaponsa & Panos Athanasopoulos - 2020 - Cognitive Science 44 (9):e12884.
    A growing body of recent research suggests that verbal categories, particularly labels, impact categorization and perception. These findings are commonly interpreted as demonstrating the involvement of language on cognition; however, whether these assumptions hold true for grammatical structures has yet to be investigated. In the present study, we investigated the extent to which linguistic information, namely, grammatical gender categories, structures cognition to subsequently influence categorical judgments and perception. In a nonverbal categorization task, French–English bilinguals and monolingual English speakers made gender‐associated (...)
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  • The Liar Paradox in the predictive mind.Christian Michel - 2019 - Pragmatics and Cognition 26 (2-3):239-266.
    Most discussions frame the Liar Paradox as a formal logical-linguistic puzzle. Attempts to resolve the paradox have focused very little so far on aspects of cognitive psychology and processing, because semantic and cognitive-psychological issues are generally assumed to be disjunct. I provide a motivation and carry out a cognitive-computational treatment of the liar paradox based on a model of language and conceptual knowledge within thePredictive Processing(PP) framework. I suggest that the paradox arises as a failure of synchronization between two ways (...)
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  • Unification by Fiat: Arrested Development of Predictive Processing.Piotr Litwin & Marcin Miłkowski - 2020 - Cognitive Science 44 (7):e12867.
    Predictive processing (PP) has been repeatedly presented as a unificatory account of perception, action, and cognition. In this paper, we argue that this is premature: As a unifying theory, PP fails to deliver general, simple, homogeneous, and systematic explanations. By examining its current trajectory of development, we conclude that PP remains only loosely connected both to its computational framework and to its hypothetical biological underpinnings, which makes its fundamentals unclear. Instead of offering explanations that refer to the same set of (...)
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  • Linguistic Relativity and Its Relation to Analytic Philosophy.Filippo Batisti - 2017 - Studia Semiotyczne 31 (2):201-226.
    The history of so-called ‘linguistic relativity’ is an odd and multifaceted one. After knowing alternate fortunes and being treated by different academic branches, today there are some new ways of investigating the language-thought-reality problem that put into dialogue the latest trends in language-related disciplines generate room for philosophical themes previously overlooked, reassess the very idea of linguistic relativity, despite its popularized versions which have circulated for decades and which have led an otherwise fruitful debate to extremes. It is argued that (...)
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  • Overcoming the modal/amodal dichotomy of concepts.Christian Michel - 2021 - Phenomenology and the Cognitive Sciences 20 (4):655-677.
    The debate about the nature of the representational format of concepts seems to have reached an impasse. The debate faces two fundamental problems. Firstly, amodalists (i.e., those who argue that concepts are represented by amodal symbols) and modalists (i.e., those who see concepts as involving crucially representations including sensorimotor information) claim that the same empirical evidence is compatible with their views. Secondly, there is no shared understanding of what a modal or amodal format amounts to. Both camps recognize that the (...)
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  • Culture in Mind - An Enactivist Account: Not Cognitive Penetration But Cultural Permeation.Inês Hipólito, Daniel D. Hutto & Shaun Gallagher - 2020 - In Laurence J. Kirmayer, Carol M. Worthman, Shinobu Kitayama, Robert Lemelson & Constance Cummings (eds.), Culture, Mind, and Brain: Emerging Concepts, Models, and Applications. Cambridge University Press.
    Advancing a radically enactive account of cognition, we provide arguments in favour of the possibility that cultural factors permeate rather than penetrate cognition, such that cognition extensively and transactionally incorporates cultural factors rather than there being any question of cultural factors having to break into the restricted confines of cognition. The paper reviews the limitations of two classical cognitivist, modularist accounts of cognition and a revisionary, new order variant of cognitivism – a Predictive Processing account of Cognition, or PPC. It (...)
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  • Concept contextualism through the lens of Predictive Processing.Christian Michel - 2020 - Philosophical Psychology 33 (4):624-647.
    Concept contextualism is the view that the information associated with a concept is dependent on the context in which it is tokened. This view is gaining support in recent years. The received and c...
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  • Finding categories through words: More nameable features improve category learning.Martin Zettersten & Gary Lupyan - 2020 - Cognition 196 (C):104135.
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  • The Role of Culture and Evolution for Human Cognition.Andrea Bender - 2020 - Topics in Cognitive Science 12 (4):1403-1420.
    Since the emergence of our species at least, natural selection based on genetic variation has been replaced by culture as the major driving force in human evolution. It has made us what we are today, by ratcheting up cultural innovations, promoting new cognitive skills, rewiring brain networks, and even shifting gene distributions. Adopting an evolutionary perspective can therefore be highly informative for cognitive science in several ways: It encourages us to ask grand questions about the origins and ramifications of our (...)
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  • Not even wrong: The “it's just X” fallacy.Gary Lupyan - 2016 - Behavioral and Brain Sciences 39.
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  • The psychological reality of practical representation.Carlotta Pavese - 2019 - Philosophical Psychology 32 (5):784-821.
    We represent the world in a variety of ways: through percepts, concepts, propositional attitudes, words, numerals, recordings, musical scores, photographs, diagrams, mimetic paintings, etc. Some of these representations are mental. It is customary for philosophers to distinguish two main kinds of mental representations: perceptual representation (e.g., vision, auditory, tactile) and conceptual representation. This essay presupposes a version of this dichotomy and explores the way in which a further kind of representation – procedural representation – represents. It is argued that, in (...)
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  • Language and Color Perception: Evidence From Mongolian and Chinese Speakers.Hu He, Jie Li, Qianguo Xiao, Songxiu Jiang, Yisheng Yang & Sheng Zhi - 2019 - Frontiers in Psychology 10.
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  • Perceived Duration: The Interplay of Top-Down Attention and Task-Relevant Information.Alejandra Ciria, Florente López & Bruno Lara - 2019 - Frontiers in Psychology 10.
    Perception of time is susceptible to distortions; among other factors, it has been suggested that the perceived duration of a stimulus is affected by the observer’s expectations. It has been hypothesized that the duration of an oddball stimulus is overestimated because it is unexpected, whereas repeated stimuli have a shorter perceived duration because they are expected. However, recent findings suggest instead that fulfilled expectations about a stimulus elicit an increase in perceived duration, and that the oddball effect occurs because the (...)
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  • Language as a disruptive technology: Abstract concepts, embodiment and the flexible mind.Guy Dove - 2018 - Philosophical Transactions of the Royal Society B 1752 (373):1-9.
    A growing body of evidence suggests that cognition is embodied and grounded. Abstract concepts, though, remain a significant theoretical chal- lenge. A number of researchers have proposed that language makes an important contribution to our capacity to acquire and employ concepts, particularly abstract ones. In this essay, I critically examine this suggestion and ultimately defend a version of it. I argue that a successful account of how language augments cognition should emphasize its symbolic properties and incorporate a view of embodiment (...)
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  • Developmental Timescale of Rapid Adaptation to Conflicting Cues in Real‐Time Sentence Processing.Angele Yazbec, Michael P. Kaschak & Arielle Borovsky - 2019 - Cognitive Science 43 (1):e12704.
    Children and adults use established global knowledge to generate real‐time linguistic predictions, but less is known about how listeners generate predictions in circumstances that semantically conflict with long‐standing event knowledge. We explore these issues in adults and 5‐ to 10‐year‐old children using an eye‐tracked sentence comprehension task that tests real‐time activation of unexpected events that had been previously encountered in brief stories. Adults generated predictions for these previously unexpected events based on these discourse cues alone, whereas children overall did not (...)
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  • Concepts dissolve artificial boundaries in the study of emotion and cognition, uniting body, brain, and mind.Katie Hoemann & Lisa Feldman Barrett - 2018 - Cognition and Emotion 33 (1):67-76.
    Theories of emotion have often maintained artificial boundaries: for instance, that cognition and emotion are separable, and that an emotion concept is separable from the emotional events that comprise its category (e.g. “fear” is distinct from instances of fear). Over the past several years, research has dissolved these artificial boundaries, suggesting instead that conceptual construction is a domain-general process—a process by which the brain makes meaning of the world. The brain constructs emotion concepts, but also cognitions and perceptions, all in (...)
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  • Using Neural Networks to Generate Inferential Roles for Natural Language.Peter Blouw & Chris Eliasmith - 2018 - Frontiers in Psychology 8.
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  • Individual differences in nonverbal prediction and vocabulary size in infancy.Tracy Reuter, Lauren Emberson, Alexa Romberg & Casey Lew-Williams - 2018 - Cognition 176 (C):215-219.
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  • Grammatical gender affects gender perception: Evidence for the structural-feedback hypothesis.Sayaka Sato & Panos Athanasopoulos - 2018 - Cognition 176 (C):220-231.
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  • Emotion Perception as Conceptual Synchrony.Maria Gendron & Lisa Feldman Barrett - 2018 - Emotion Review 10 (2):101-110.
    Psychological research on emotion perception anchors heavily on an object perception analogy. We present static “cues,” such as facial expressions, as objects for perceivers to categorize. Yet in the real world, emotions play out as dynamic multidimensional events. Current theoretical approaches and research methods are limited in their ability to capture this complexity. We draw on insights from a predictive coding account of neural activity and a grounded cognition account of concept representation to conceive of emotion perception as a stream (...)
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  • Adding statistical regularity results in a global slowdown in visual search.Anna Vaskevich & Roy Luria - 2018 - Cognition 174:19-27.
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  • The Two-Systems Account of Theory of Mind: Testing the Links to Social- Perceptual and Cognitive Abilities.Bozana Meinhardt-Injac, Moritz M. Daum, Günter Meinhardt & Malte Persike - 2018 - Frontiers in Human Neuroscience 12.
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  • Understanding environmental sounds in sentence context.Sophia Uddin, Shannon L. M. Heald, Stephen C. Van Hedger, Serena Klos & Howard C. Nusbaum - 2018 - Cognition 172 (C):134-143.
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