Results for ' attention'

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  1. Attention is Rational-Access Consciousness.Declan Smithies - 2011 - In Christopher Mole, Declan Smithies & Wayne Wu (eds.), Attention: Philosophical and Psychological Essays. New York: Oxford University Press. pp. 247--273.
    This chapter argues that attention is a distinctive mode of consciousness, which plays an essential functional role in making information accessible for use in the rational control of thought and action. The main line of argument can be stated quite simply. Attention is what makes information fully accessible for use in the rational control of thought and action. But what makes information fully accessible for use in the rational control of thought and action is a distinctive mode of (...)
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  2. Attention and perceptual content.Bence Nanay - 2010 - Analysis 70 (2):263-270.
    I argue that perceptual content is always affected by the allocation of one’s attention. Perception attributes determinable and determinate properties to the perceived scene. Attention makes (or tries to make) our perceptual attribution of properties more determinate. Hence, a change in our attention changes the determinacy of the properties attributed to the perceived scene.
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  3. Joint attention and understanding others.Michael Schmitz - 2014 - Synthesis Philosophica 29 (2):235-251.
    In this paper I criticize theory-biased and overly individualist approaches to understanding others and introduce the PAIR account of joint attention as a pragmatic, affectively charged intentional relation. I argue that this relation obtains in virtue of intentional contents in the minds of the co-attenders, and – against the received understanding of intentional states as propositional attitudes – that we should recognize what I call “subject mode” and “position mode” intentional content. Based on findings from developmental psychology, I propose (...)
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  4. Coordinating attention requires coordinated senses.Lucas Battich, Merle T. Fairhurst & Ophelia Deroy - 2020 - Psychonomic Bulletin and Review 27 (6):1126-1138.
    From playing basketball to ordering at a food counter, we frequently and effortlessly coordinate our attention with others towards a common focus: we look at the ball, or point at a piece of cake. This non-verbal coordination of attention plays a fundamental role in our social lives: it ensures that we refer to the same object, develop a shared language, understand each other’s mental states, and coordinate our actions. Models of joint attention generally attribute this accomplishment to (...)
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  5. Joint attention and perceptual experience.Lucas Battich & Bart Geurts - 2021 - Synthese 198 (9):8809-8822.
    Joint attention customarily refers to the coordinated focus of attention between two or more individuals on a common object or event, where it is mutually “open” to all attenders that they are so engaged. We identify two broad approaches to analyse joint attention, one in terms of cognitive notions like common knowledge and common awareness, and one according to which joint attention is fundamentally a primitive phenomenon of sensory experience. John Campbell’s relational theory is a prominent (...)
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  6. Attention, Not Self.Jonardon Ganeri - 2017 - Oxford, UK: Oxford University Press.
    Jonardon Ganeri presents a radically reoriented account of mind, to which attention is the key. It is attention, not self, that explains the experiential and normative situatedness of humans in the world. Ganeri draws together three disciplines: analytic philosophy and phenomenology, cognitive science and psychology, and Buddhist thought.
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  7. Attention and consciousness.Christopher Mole - 2008 - Journal of Consciousness Studies 15 (4):86-104.
    According to commonsense psychology, one is conscious of everything that one pays attention to, but one does not pay attention to all the things that one is conscious of. Recent lines of research purport to show that commonsense is mistaken on both of these points: Mack and Rock (1998) tell us that attention is necessary for consciousness, while Kentridge and Heywood (2001) claim that consciousness is not necessary for attention. If these lines of research were successful (...)
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  8. Aesthetic attention.Bence Nanay - 2014 - Journal of Consciousness Studies 22 (5-6):96-118.
    The aim of this paper is to give a new account of the way we exercise our attention in some paradigmatic cases of aesthetic experience. I treat aesthetic experience as a specific kind of experience and like in the case of other kinds of experiences, attention plays an important role in determining its phenomenal character. I argue that an important feature of at least some of our aesthetic experiences is that we exercise our attention in a specific, (...)
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  9. Attention and the Cognitive Penetrability of Perception.Dustin Stokes - 2018 - Australasian Journal of Philosophy 96 (2):303-318.
    One sceptical rejoinder to those who claim that sensory perception is cognitively penetrable is to appeal to the involvement of attention. So, while a phenomenon might initially look like one where, say, a perceiver’s beliefs are influencing her visual experience, another interpretation is that because the perceiver believes and desires as she does, she consequently shifts her spatial attention so as to change what she senses visually. But, the sceptic will urge, this is an entirely familiar phenomenon, and (...)
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  10. Attentional Structuring, Subjectivity, and the Ubiquity of Reflexive Inner Awareness.Amit Chaturvedi - 2022 - Inquiry: An Interdisciplinary Journal of Philosophy (9):3240-3279.
    Some have argued that a subject has an inner awareness of its conscious mental states by virtue of the non-introspective, reflexive awareness that any conscious state has of itself. But, what exactly is it like to have a ubiquitous and reflexive inner awareness of one’s conscious states, as distinct from one’s outer awareness of the apparent world? This essay derives a model of ubiquitous inner awareness (UIA) from Sebastian Watzl’s recent theory of attention as the activity of structuring consciousness (...)
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  11. Joint Attention and Communication.Rory Harder - 2024 - Inquiry: An Interdisciplinary Journal of Philosophy 67 (10):3796--3834.
    Joint attention occurs when two (or more) individuals attend together to some object. It has been identified by psychologists as an early form of our joint engagement, and is thought to provide us with an understanding of other minds that is basic in that sophisticated conceptual resources are not involved. Accordingly, it has also attracted the interest of philosophers. Moreover, a very recent trend in the psychological and philosophical literature on joint attention consists of developing the suggestion that (...)
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  12. Consciousness, Attention, and the Motivation-Affect System.Tom Cochrane - 2023 - Journal of Consciousness Studies 30 (7):139-163.
    It is an important feature of creatures like us that our various motivations compete for control over our behaviour, including mental behaviour such as imagining and attending. In large part, this competition is adjudicated by the stimulation of affect — the intrinsically pleasant or unpleasant aspects of experience. In this paper I argue that the motivation-affect system controls a sub-type of attention called 'alerting attention' to bring various goals and stimuli to consciousness and thereby prioritize those contents for (...)
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  13. Attention to Unseen Objects.Christopher Mole - 2014 - Journal of Consciousness Studies 21 (11-12):41-56.
    Can one pay attention to objects without being conscious of them? Some years ago there was evidence that had been taken to show that the answer is 'yes'. That evidence was inconclusive, but there is recent work that makes the case more compellingly: it now seems that it is indeed possible to pay attention to objects of which one is not conscious. This is bad news for theories in which the connection between attention and consciousness is taken (...)
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    Attention and Representational Precision.A. Lopez - 2024 - In Robert French & Berit Brogaard (eds.), The Roles of Representations in Visual Perception. Springer.
    Visual experiences often feel crisper, sharper or more vivid when one pays attention to the seen object. According to some representationalist theories of perception, these felt effects occur because attentive experiences represent more determinate or precise properties than their inattentive counterparts: a color experience represents vermillion rather than red if the color is perceived with attention rather than without it. Recently, this idea has been expressed in terms of ranges of feature values represented, so that attentive experiences shall (...)
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  15. Attention, Fixation, and Change Blindness.Tony Cheng - 2017 - Philosophical Inquiries 5 (1):19-26.
    The topic of this paper is the complex interaction between attention, fixation, and one species of change blindness. The two main interpretations of the target phenomenon are the ‘blindness’ interpretation and the ‘inaccessibility’ interpretation. These correspond to the sparse view (Dennett 1991; Tye, 2007) and the rich view (Dretske 2007; Block, 2007a, 2007b) of visual consciousness respectively. Here I focus on the debate between Fred Dretske and Michael Tye. Section 1 describes the target phenomenon and the dialectics it entails. (...)
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  16. Mind Wandering as Diffuse Attention.Jocelyn Yuxing Wang & Azenet L. López - manuscript
    This paper reconciles an inconsistency between the benefits of mind wandering and a prominent conception of attention in philosophy and cognitive psychology, namely, the prioritization view. Since we prioritize the information in a task less if we are doing it while mind wandering compared to solely concentrating on it, why does our performance in the task sometimes improve when we are mind wandering? To explain this, we offer a conception of diffuse attention that generalizes from external to internal (...)
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  17. Joint attention in joint action.Anika Fiebich & Shaun Gallagher - 2013 - Philosophical Psychology 26 (4):571-87.
    In this paper, we investigate the role of intention and joint attention in joint actions. Depending on the shared intentions the agents have, we distinguish between joint path-goal actions and joint final-goal actions. We propose an instrumental account of basic joint action analogous to a concept of basic action and argue that intentional joint attention is a basic joint action. Furthermore, we discuss the functional role of intentional joint attention for successful cooperation in complex joint actions. Anika (...)
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  18. Attention as Selection for Action Defended.Wayne Wu - forthcoming - Philosophy and Phenomenological Research.
    Attention has become an important focal point of recent work in ethics and epistemology, yet philosophers continue to be noncommittal about what attention is. In this paper, I defend attention as selection for action in a weak form, namely that selection for action is sufficient for attention. I show that selection for action in this form is part of how we, the folk, experience it and how the cognitive scientist studies it. That is, selection for action (...)
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  19. Attention in bodily awareness.Gregor Hochstetter - 2016 - Synthese 193 (12):3819-3842.
    The aim of this paper is to develop and defend an Attentional View of bodily awareness, on which attention is necessary for bodily awareness. The original formulation of the Attentional View is due to Marcel Kinsbourne. First, I will show that the Attentional View of bodily awareness as formulated by Kinsbourne is superior to other accounts in the literature for characterizing the relationship between attention and bodily awareness. Kinsbourne’s account is the only account in the literature so far (...)
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  20. Attention to the speaker. The conscious assessment of utterance interpretations in working memory.Marco Mazzone - 2013 - Language and Communication 33:106-114.
    The role of conscious attention in language processing has been scarcely considered, despite the wide-spread assumption that verbal utterances manage to attract and manipulate the addressee’s attention. Here I claim that this assumption is to be understood not as a figure of speech but instead in terms of attentional processes proper. This hypothesis can explain a fact that has been noticed by supporters of Relevance Theory in pragmatics: the special role played by speaker-related information in utterance interpretation. I (...)
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  21. Attention and perceptual adaptation.Ned Block & Susanna Siegel - 2013 - Behavioral and Brain Sciences 36 (3):205-206.
    Commentary on Andy Clark's target article on predictive coding.
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  22. Retrodictive and Predictive Attentional Modulation in Temporal Binding.Rasmus Pedersen - forthcoming - Synthese.
    This paper sets forward a novel theory of temporal binding, a mechanism that integrates the temporal properties of sensory features into coherent perceptual experiences. Specifying a theory of temporal binding remains a widespread problem. The popular ‘brain time theory’ suggests that the temporal content of perceptual experiences is determined by when sensory features complete processing. However, this theory struggles to explain how perceptual experiences can accurately reflect the relative timing of sensory features processed at discrepant times. In contrast, ‘event time (...)
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  23. Cognitive Penetration and Attention.Steven Gross - 2017 - Frontiers in Psychology 8:1-12.
    Zenon Pylyshyn argues that cognitively driven attentional effects do not amount to cognitive penetration of early vision because such effects occur either before or after early vision. Critics object that in fact such effects occur at all levels of perceptual processing. We argue that Pylyshyn’s claim is correct—but not for the reason he emphasizes. Even if his critics are correct that attentional effects are not external to early vision, these effects do not satisfy Pylyshyn’s requirements that the effects be direct (...)
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  24. Attention and the Free Play of the Faculties.Jessica J. Williams - 2022 - Kantian Review 27 (1):43-59.
    The harmonious free play of the imagination and understanding is at the heart of Kant’s account of beauty in the Critique of the Power of Judgement, but interpreters have long struggled to determine what Kant means when he claims the faculties are in a state of free play. In this article, I develop an interpretation of the free play of the faculties in terms of the freedom of attention. By appealing to the different way that we attend to objects (...)
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  25. Joint Attention: The PAIR Account.Michael Schmitz - 2024 - Topoi 43 (2).
    In this paper I outline the PAIR account of joint attention as a perceptual-practical, affectively charged intentional relation. I argue that to explain joint attention we need to leave the received understanding of propositions and propositional attitudes and the picture of content connected to it behind and embrace the notions of subject mode and position mode content. I also explore the relation between joint attention and communication.
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  26. Attention, Intention, and Priority in the Parietal Lobe.James W. Bisley & Michael E. Goldberg - 2010 - Annual Review of Neuroscience 33:1-21.
    For many years there has been a debate about the role of the parietal lobe in the generation of behavior. Does it generate movement plans (intention) or choose objects in the environment for further processing? To answer this, we focus on the lateral intraparietal area (LIP), an area that has been shown to play independent roles in target selection for saccades and the generation of visual attention. Based on results from a variety of tasks, we propose that LIP acts (...)
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  27. Low attention impairs optimal incorporation of prior knowledge in perceptual decisions.Jorge Morales, Guillermo Solovey, Brian Maniscalco, Dobromir Rahnev, Floris P. de Lange & Hakwan Lau - 2015 - Attention, Perception, and Psychophysics 77 (6):2021-2036.
    When visual attention is directed away from a stimulus, neural processing is weak and strength and precision of sensory data decreases. From a computational perspective, in such situations observers should give more weight to prior expectations in order to behave optimally during a discrimination task. Here we test a signal detection theoretic model that counter-intuitively predicts subjects will do just the opposite in a discrimination task with two stimuli, one attended and one unattended: when subjects are probed to discriminate (...)
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  28. (1 other version)Attention, Perceptual Content, and Mirrors: Two Medieval Models of Active Perception in Peter Olivi and Peter Auriol.Lukáš Lička - 2017 - Perception in Scholastics and Their Interlocutors.
    In the paper I argue that medieval philosophers proposed several notions of the senses’ activity in perception. I illustrate the point using the example of two Franciscan thinkers – Peter Olivi (ca. 1248–1298) and Peter Auriol (ca. 1280–1322). Olivi’s notion of active perception assumes that every perceptual act demands a prior focusing of the mind’s attention. Furthermore, Olivi is partially inspired by the extramissionist theories of vision and reinterprets the notion of a visual ray postulated by them as a (...)
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  29. Emotion, Attention, and Reason.Andrew Peet & Eli Pitcovski - 2024 - Philosophy and Phenomenological Research.
    Our reasons for emotions such as sadness, anger, resentment, and guilt often remain long after we cease experiencing these emotions. This is puzzling. If the reasons for these emotions persist, why do the emotions not persist? Does this constitute a failure to properly respond to our reasons? In this paper we provide a solution to this puzzle. Our solution turns on the close connection between the rationality of emotion and the rationality of attention, together with the differing reasons to (...)
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  30. Is attention a non-propositional attitude?Sebastian Watzl - 2018 - In Alex Grzankowski & Michelle Montague (eds.), Non-Propositional Intentionality. Oxford, United Kingdom: Oxford University Press. pp. 272-302.
    I argue first that attention is a (maybe the) paradigmatic case of an object-directed, non-propositional intentional mental episode. In addition attention cannot be reduced to any other (propositional or non-propositional) mental episodes. Yet, second, attention is not a non-propositional mental attitude. It might appear puzzling how one could hold both of these claims. I show how to combine them, and how that combination shows how propositionality and non-propositionality can co-exist in a mental life. The crucial move is (...)
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  31. Attention, Self, and The Sovereignty of Good.Christopher Mole - 2006 - In Anne Rowe (ed.), Iris Murdoch: A reassessment. Palgrave Macmillan. pp. 72-84.
    Iris Murdoch held that states of mind and character are of the first moral importance, and that attention to one's states of mind and character are a widespread source of moral failure. Maintaining both of these claims can lead to problems in the account of how one could become good. This paper explains the way in which Murdoch negotiated those problems, focusing, in particular on /The Sovereignty of Good/ and /The Nice and The Good/.
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  32. Joint attention to music.Tom Cochrane - 2009 - British Journal of Aesthetics 49 (1):59-73.
    This paper contrasts individual and collective listening to music, with particular regard to the expressive qualities of music. In the first half of the paper a general model of joint attention is introduced. According to this model, perceiving together modifies the intrinsic structure of the perceptual task, and encourages a convergence of responses to a greater or lesser degree. The model is then applied to music, looking first at the silent listening situation typical to the classical concert hall, and (...)
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  33. Is attention both necessary and sufficient for consciousness?Antonios Kaldas - 2019 - Dissertation, Macquarie University
    Is attention both necessary and sufficient for consciousness? Call this central question of this treatise, “Q.” We commonly have the experience of consciously paying attention to something, but is it possible to be conscious of something you are not attending to, or to attend to something of which you are not conscious? Where might we find examples of these? This treatise is a quest to find an answer to Q in two parts. Part I reviews the foundations upon (...)
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  34. Attention Is Amplification, Not Selection.Peter Fazekas & Bence Nanay - 2021 - British Journal for the Philosophy of Science 72 (1):299-324.
    We argue that recent empirical findings and theoretical models shed new light on the nature of attention. According to the resulting amplification view, attentional phenomena can be unified at the neural level as the consequence of the amplification of certain input signals of attention-independent perceptual computations. This way of identifying the core realizer of attention evades standard criticisms often raised against sub-personal accounts of attention. Moreover, this approach also reframes our thinking about the function of (...) by shifting the focus from the function of selection to the function of amplification. (shrink)
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  35. Attention, Moral Skill, and Algorithmic Recommendation.Nick Schuster & Seth Lazar - forthcoming - Philosophical Studies.
    Recommender systems are artificial intelligence technologies, deployed by online platforms, that model our individual preferences and direct our attention to content we’re likely to engage with. As the digital world has become increasingly saturated with information, we’ve become ever more reliant on these tools to efficiently allocate our attention. And our reliance on algorithmic recommendation may, in turn, reshape us as moral agents. While recommender systems could in principle enhance our moral agency by enabling us to cut through (...)
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  36. Attention and Perception.Ronald A. Rensink - 2015 - In R. A. Scott, S. M. Kosslyn & M. C. Buchmann (eds.), Emerging Trends in the Social and Behavioral Sciences: An Interdisicplinary, Searchable, and Linkable Resource. Wiley. pp. 1-14.
    This article discusses several key issues concerning the study of attention and its relation to visual perception, with an emphasis on behavioral and experiential aspects. It begins with an overview of several classical works carried out in the latter half of the 20th century, such as the development of early filter and spotlight models of attention. This is followed by a survey of subsequent research that extended or modified these results in significant ways. It covers current work on (...)
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  37. Consciousness, Attention and Meaning.Giorgio Marchetti - 2010 - Nova Science Publishers.
    This book presents a comprehensive theoretical framework that explains both human consciousness and meanings through the working of attention. By arguing for a first-person approach to consciousness, this book offers a critical overview of the major theories and empirical findings on consciousness and attention, and exemplifies how one of the most difficult and fundamental conscious experiences to account for, that is, time, can be analyzed by adopting the kind of semantics developed within the presented theoretical framework: Attentional Semantics.
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  38. Attention: a descriptive taxonomy.Antonios Kaldas - 2022 - History and Philosophy of the Life Sciences 44 (4):1-27.
    The term attention has been used to mean so many different things that some have despaired of it being useful at all. This paper is devoted to bringing a modicum of order to the chaos through the time-honored device of categorization. The chief purpose of this paper is to introduce a comprehensive descriptive taxonomy of the nuanced ways the term attention may be employed. It is presented in table form, followed by elucidations and illustrations of each of its (...)
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  39. Attention alters appearances and solves the 'many-many problem'.Miguel Angel Sebastian & Raúl Sánchez-García - 2015 - European Journal of Human Movement 34:156-179.
    This article states that research in skill acquisitionand executionhas underestimated the relevance of some features of attention. We present and theoretically discuss two essential features of attention that have been systematically overlooked in the research of skill acquisitionandexecution. First, attention alters the appearance of the perceived stimuli in an essential way; and second, attention plays a fundamental role in action, being crucial for solving the so called ’many-many problem’, that is to say, the problem of generating (...)
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  40. Paying attention to attention: psychological realism and the attention economy.Dylan J. White - 2024 - Synthese 203 (2):1-22.
    In recent years, philosophers have identified a number of moral and psychological harms associated with the attention economy (Alysworth & Castro, 2021; Castro & Pham, 2020; Williams, 2018). Missing from many of these accounts of the attention economy, however, is what exactly attention is. As a result of this neglect of the cognitive science of attention, many of these accounts are not empirically credible. They rely on oversimplified and unsophisticated accounts of not only attention, but (...)
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  41. Attention and Voluntariness in the Wandering Mind.Yair Levy - forthcoming - Journal of Philosophy.
    Mind wandering has been a target of a fast-expanding area of research in cognitive science and philosophy. One of the central puzzles that researchers have been grappling with is whether this mental process should be thought of as passive or active in nature. Intuitively, a wandering mind seems passive but mounting empirical evidence suggests otherwise. Irving (2021) defends a prominent account of mind wandering as unguided attention, which aims inter alia to resolve the puzzle. However, I present counterexamples that (...)
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  42. Attentional Moral Perception.Jonna Vance & Preston J. Werner - 2022 - Journal of Moral Philosophy 19 (5):501-525.
    Moral perceptualism is the view that perceptual experience is attuned to pick up on moral features in our environment, just as it is attuned to pick up on mundane features of an environment like textures, shapes, colors, pitches, and timbres. One important family of views that incorporate moral perception are those of virtue theorists and sensibility theorists. On these views, one central ability of the virtuous agent is her sensitivity to morally relevant features of situations, where this sensitivity is often (...)
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  43. Embodied Attention. A phenomenological hypothesis.Francesca Brencio - 2023 - In Drozdstoy Stoyanov (ed.), Contemporary Neuropsychiatry: Implications from Cognitive Neuroscience. Newcastle upon Tyne, England: Cambridge Scholars Publishing.
    F. Brencio (2023), Embodied Attention. A phenomenological hypothesis, in D. Stoyanov (Ed.), Contemporary Neuropsychiatry: Implications from Cognitive Neuroscience, Cambridge Scholars Publishing, Cambridge, pp. 26-42.
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  44. Visual Attention, Bias, and Social Dispositions Toward People with Facial Anomalies: A Prospective Study with Eye-Tracking Technology.Dillan Villavisanis, Clifford Ian Workman, Zachary Zapatero, Giap Vu, Stacey Humphries, Daniel Cho, Jordan Swanson, Scott Bartlett, Anjan Chatterjee & Jesse Taylor - 2023 - Annals of Plastic Surgery 90 (5):482-486.
    Background: Facial attractiveness influences our perceptions of others, with beautiful faces reaping societal rewards and anomalous faces encountering penalties. The purpose of this study was to determine associations of visual attention with bias and social dispositions toward people with facial anomalies. -/- Methods: Sixty subjects completed tests evaluating implicit bias, explicit bias, and social dispositions before viewing publicly available images of preoperative and postoperative patients with hemifacial microsomia. Eye-tracking was used to register visual fixations. -/- Results: Participants with higher (...)
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  45. Attention need not always apply: Mind wandering impedes explicit but not implicit sequence learning.Samuel Murray, Nicholaus Brosowsky, Jonathan Schooler & Paul Seli - 2021 - Cognition 209 (C):104530.
    According to the attentional resources account, mind wandering (or “task-unrelated thought”) is thought to compete with a focal task for attentional resources. Here, we tested two key predictions of this account: First, that mind wandering should not interfere with performance on a task that does not require attentional resources; second, that as task requirements become automatized, performance should improve and depth of mind wandering should increase. Here, we used a serial reaction time task with implicit- and explicit-learning groups to test (...)
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  46. The Ethics of Attention: an argument and a framework.Sebastian Watzl - 2022 - In Sophie Archer (ed.), Salience: A Philosophical Inquiry. New York, NY: Routledge.
    This paper argues for the normative significance of attention. Attention plays an important role when describing an individual’s mind and agency, and in explaining many central facts about that individual. In addition, many in the public want answers and guidance with regard to normative questions about attention. Given that attention is both descriptively central and the public cares about normative guidance with regard to it, attention should be central also in normative philosophy. We need an (...)
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  47. Attention, Consciousness, and Data Display.Ronald A. Rensink - 2006 - In 2006 Proceedings of the American Statistical Association, Statistical Graphics Section.
    Recent advances in our understanding of visual perception have shown it to be a far more complex and counterintuitive process than previously believed. Several important consequences follow from this. First, the design of an effective statistical graphics system is unlikely to succeed based on intuition alone; instead, it must rely on a more sophisticated, systematic approach. The basic elements of such an approach are outlined here, along with several design principles. An overview is then given of recent advances in our (...)
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  48. (1 other version)Attention and Perceptual Justification.Nicholas Silins & Susanna Siegel - 2018 - In Adam Pautz & Daniel Stoljar (eds.), Blockheads! Essays on Ned Block’s Philosophy of Mind and Consciousness. new york: MIT Press.
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  49. Why Attention is Not Explanation: Surgical Intervention and Causal Reasoning about Neural Models.Christopher Grimsley, Elijah Mayfield & Julia Bursten - 2020 - Proceedings of the 12th Conference on Language Resources and Evaluation.
    As the demand for explainable deep learning grows in the evaluation of language technologies, the value of a principled grounding for those explanations grows as well. Here we study the state-of-the-art in explanation for neural models for natural-language processing (NLP) tasks from the viewpoint of philosophy of science. We focus on recent evaluation work that finds brittleness in explanations obtained through attention mechanisms.We harness philosophical accounts of explanation to suggest broader conclusions from these studies. From this analysis, we assert (...)
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  50. Action without attention.Carolyn Dicey Jennings & Bence Nanay - 2016 - Analysis 76 (1):29-36.
    Wayne Wu argues that attention is necessary for action: since action requires a solution to the ‘Many–Many Problem’, and since only attention can solve the Many–Many Problem, attention is necessary for action. We question the first of these two steps and argue that it is based on an oversimplified distinction between actions and reflexes. We argue for a more complex typology of behaviours where one important category is action that does not require a solution to the Many–Many (...)
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