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Shape, perspective, and what is and is not perceived: Comment on Morales, Bax, and Firestone (2020). 形状、视角,以及什么是感知,什么不是感知:对 Morales、Bax 和 Firestone (2020) 的评论。
IF 5.1 1区 心理学 Q1 PSYCHOLOGY Pub Date : 2023-07-01 Epub Date: 2022-05-12 DOI: 10.1037/rev0000363
Johannes Burge, Tyler Burge

Psychology and philosophy have long reflected on the role of perspective in vision. Since the dawn of modern vision science-roughly, since Helmholtz in the late 1800s-scientific explanations in vision have focused on understanding the computations that transform the sensed retinal image into percepts of the three-dimensional environment. The standard view in the science is that distal properties-viewpoint-independent properties of the environment (object shape) and viewpoint-dependent relational properties (3D orientation relative to the viewer)-are perceptually represented and that properties of the proximal stimulus (in vision, the retinal image) are not. This view is woven into the nature of scientific explanation in perceptual psychology, and has guided impressive advances over the past 150 years. A recently published article suggests that in shape perception, the standard view must be revised. It argues, on the basis of new empirical data, that a new entity-perspectival shape-should be introduced into scientific explanations of shape perception. Specifically, the article's centrally advertised claim is that, in addition to distal shape, perspectival shape is perceived. We argue that this claim rests on a series of mistakes. Problems in experimental design entail that the article provides no empirical support for any claims regarding either perspective or the perception of shape. There are further problems in scientific reasoning and conceptual development. Detailing these criticisms and explaining how science treats these issues are meant to clarify method and theory, and to improve exchanges between the science and philosophy of perception. (PsycInfo Database Record (c) 2023 APA, all rights reserved).

心理学和哲学长期以来一直在思考透视在视觉中的作用。自现代视觉科学诞生以来--大致自 19 世纪末亥姆霍兹以来--视觉的科学解释一直侧重于理解将感知到的视网膜图像转化为三维环境感知的计算。这门科学的标准观点是,远端属性--与视点无关的环境属性(物体形状)和与视点有关的关系属性(相对于观看者的三维方位)--被感知地表现出来,而近端刺激物(在视觉中为视网膜图像)的属性则不被感知地表现出来。这一观点与知觉心理学科学解释的本质密不可分,并在过去的 150 年中引领着知觉心理学取得了令人瞩目的进步。最近发表的一篇文章指出,在形状知觉方面,标准观点必须加以修正。文章以新的经验数据为基础,认为应该在形状知觉的科学解释中引入一个新的实体--视角形状。具体来说,文章的核心主张是,除了远端形状,视角形状也能被感知。我们认为,这一观点是建立在一系列错误之上的。实验设计上的问题导致文章没有为任何关于透视或形状感知的主张提供经验支持。此外,在科学推理和概念发展方面也存在问题。详述这些批评并解释科学是如何处理这些问题的,意在澄清方法和理论,并改善知觉科学与哲学之间的交流。(PsycInfo Database Record (c) 2023 APA, 版权所有)。
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引用次数: 0
From partners to populations: A hierarchical Bayesian account of coordination and convention. 从合作伙伴到人口:协调和惯例的层次贝叶斯解释。
IF 5.4 1区 心理学 Q1 PSYCHOLOGY Pub Date : 2023-07-01 DOI: 10.1037/rev0000348
Robert D Hawkins, Michael Franke, Michael C Frank, Adele E Goldberg, Kenny Smith, Thomas L Griffiths, Noah D Goodman

Languages are powerful solutions to coordination problems: They provide stable, shared expectations about how the words we say correspond to the beliefs and intentions in our heads. Yet, language use in a variable and nonstationary social environment requires linguistic representations to be flexible: Old words acquire new ad hoc or partner-specific meanings on the fly. In this article, we introduce continual hierarchical adaptation through inference (CHAI), a hierarchical Bayesian theory of coordination and convention formation that aims to reconcile the long-standing tension between these two basic observations. We argue that the central computational problem of communication is not simply transmission, as in classical formulations, but continual learning and adaptation over multiple timescales. Partner-specific common ground quickly emerges from social inferences within dyadic interactions, while community-wide social conventions are stable priors that have been abstracted away from interactions with multiple partners. We present new empirical data alongside simulations showing how our model provides a computational foundation for several phenomena that have posed a challenge for previous accounts: (a) the convergence to more efficient referring expressions across repeated interaction with the same partner, (b) the gradual transfer of partner-specific common ground to strangers, and (c) the influence of communicative context on which conventions eventually form. (PsycInfo Database Record (c) 2023 APA, all rights reserved).

语言是协调问题的有力解决方案:它们提供了稳定的、共同的预期,即我们所说的话如何与我们头脑中的信念和意图相对应。然而,在一个可变和非固定的社会环境中,语言的使用要求语言表征是灵活的:旧的单词在飞行中获得新的特殊的或特定于伴侣的含义。在本文中,我们通过推理引入了持续的层次适应(CHAI),这是一种关于协调和惯例形成的层次贝叶斯理论,旨在调和这两个基本观察之间长期存在的紧张关系。我们认为,通信的核心计算问题不是简单的传输,如经典公式,而是在多个时间尺度上的持续学习和适应。特定于合作伙伴的共同基础迅速从二元互动中的社会推断中出现,而社区范围内的社会习俗是从与多个合作伙伴的互动中抽象出来的稳定的先验。我们提供了新的经验数据和模拟,展示了我们的模型如何为几种现象提供计算基础,这些现象对之前的解释构成了挑战:(a)在与同一伙伴的反复互动中收敛到更有效的引用表达,(b)伙伴特定的共同点逐渐向陌生人转移,以及(c)交际环境对惯例最终形成的影响。(PsycInfo数据库记录(c) 2023 APA,版权所有)。
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引用次数: 28
Respiratory rhythms of the predictive mind. 预测性思维的呼吸节奏。
IF 5.4 1区 心理学 Q1 PSYCHOLOGY Pub Date : 2023-07-01 DOI: 10.1037/rev0000391
Micah Allen, Somogy Varga, Detlef H Heck

Respiratory rhythms sustain biological life, governing the homeostatic exchange of oxygen and carbon dioxide. Until recently, however, the influence of breathing on the brain has largely been overlooked. Yet new evidence demonstrates that the act of breathing exerts a substantive, rhythmic influence on perception, emotion, and cognition, largely through the direct modulation of neural oscillations. Here, we synthesize these findings to motivate a new predictive coding model of respiratory brain coupling, in which breathing rhythmically modulates both local and global neural gain, to optimize cognitive and affective processing. Our model further explains how respiratory rhythms interact with the topology of the functional connectome, and we highlight key implications for the computational psychiatry of disordered respiratory and interoceptive inference. (PsycInfo Database Record (c) 2023 APA, all rights reserved).

呼吸节律维持生物生命,控制氧气和二氧化碳的稳态交换。然而,直到最近,呼吸对大脑的影响在很大程度上被忽视了。然而,新的证据表明,呼吸行为对感知、情感和认知产生了实质性的、有节奏的影响,主要是通过直接调节神经振荡。在这里,我们综合这些发现来激发一种新的呼吸脑耦合预测编码模型,其中呼吸有节奏地调节局部和全局神经增益,以优化认知和情感处理。我们的模型进一步解释了呼吸节律如何与功能连接体的拓扑结构相互作用,我们强调了呼吸紊乱和内感受性推理的计算精神病学的关键意义。(PsycInfo数据库记录(c) 2023 APA,版权所有)。
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引用次数: 0
Linking confidence biases to reinforcement-learning processes. 将信心偏差与强化学习过程联系起来。
IF 5.4 1区 心理学 Q1 PSYCHOLOGY Pub Date : 2023-07-01 DOI: 10.1037/rev0000424
Nahuel Salem-Garcia, Stefano Palminteri, Maël Lebreton

We systematically misjudge our own performance in simple economic tasks. First, we generally overestimate our ability to make correct choices-a bias called overconfidence. Second, we are more confident in our choices when we seek gains than when we try to avoid losses-a bias we refer to as the valence-induced confidence bias. Strikingly, these two biases are also present in reinforcement-learning (RL) contexts, despite the fact that outcomes are provided trial-by-trial and could, in principle, be used to recalibrate confidence judgments online. How confidence biases emerge and are maintained in reinforcement-learning contexts is thus puzzling and still unaccounted for. To explain this paradox, we propose that confidence biases stem from learning biases, and test this hypothesis using data from multiple experiments, where we concomitantly assessed instrumental choices and confidence judgments, during learning and transfer phases. Our results first show that participants' choices in both tasks are best accounted for by a reinforcement-learning model featuring context-dependent learning and confirmatory updating. We then demonstrate that the complex, biased pattern of confidence judgments elicited during both tasks can be explained by an overweighting of the learned value of the chosen option in the computation of confidence judgments. We finally show that, consequently, the individual learning model parameters responsible for the learning biases-confirmatory updating and outcome context-dependency-are predictive of the individual metacognitive biases. We conclude suggesting that the metacognitive biases originate from fundamentally biased learning computations. (PsycInfo Database Record (c) 2023 APA, all rights reserved).

在简单的经济任务中,我们系统性地误判了自己的表现。首先,我们通常会高估自己做出正确选择的能力——这种偏见被称为过度自信。其次,当我们寻求收益时,我们对自己的选择比我们试图避免损失时更有信心——我们把这种偏见称为价格诱发的信心偏见。引人注目的是,这两种偏差也出现在强化学习(RL)环境中,尽管结果是一次又一次的提供,原则上可以用于在线重新校准信心判断。因此,信心偏差是如何在强化学习环境中出现并维持的,这是令人困惑的,至今仍未得到解释。为了解释这一悖论,我们提出信心偏差源于学习偏差,并使用来自多个实验的数据来检验这一假设,在这些实验中,我们同时评估了学习和迁移阶段的工具选择和信心判断。我们的研究结果首先表明,参与者在这两个任务中的选择最好地解释为一个强化学习模型,该模型具有上下文依赖学习和确认性更新。然后,我们证明了在这两个任务中得出的复杂的、有偏见的信心判断模式可以通过在计算信心判断时所选择的选项的学习值的加权来解释。结果表明,导致学习偏差的个体学习模型参数——验证性更新和结果情境依赖性——可以预测个体元认知偏差。我们的结论表明,元认知偏差从根本上源于有偏差的学习计算。(PsycInfo数据库记录(c) 2023 APA,版权所有)。
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引用次数: 4
The memory and identity theory of ICD-11 complex posttraumatic stress disorder. ICD-11复杂创伤后应激障碍的记忆与认同理论。
IF 5.4 1区 心理学 Q1 PSYCHOLOGY Pub Date : 2023-07-01 DOI: 10.1037/rev0000418
Philip Hyland, Mark Shevlin, Chris R Brewin
The 11th version of the International Classification of Diseases (ICD-11) includes complex posttraumatic stress disorder (CPTSD) as a separate diagnostic entity alongside posttraumatic stress disorder (PTSD). ICD-11 CPTSD is defined by six sets of symptoms, three that are shared with PTSD (reexperiencing in the here and now, avoidance, and sense of current threat) and three (affective dysregulation, negative self-concept, and disturbances in relationships) representing pervasive "disturbances in self-organization" (DSO). There is considerable evidence supporting the construct validity of ICD-11 CPTSD, but no theoretical account of its development has thus far been presented. A theory is needed to explain several phenomena that are especially relevant to ICD-11 CPTSD such as the role played by prolonged and repeated trauma exposure, the functional independence between PTSD and DSO symptoms, and diagnostic heterogeneity following trauma exposure. The memory and identity theory of ICD-11 CPTSD states that single and multiple trauma exposure occur in a context of individual vulnerability which interact to give rise to intrusive, sensation-based traumatic memories and negative identities which, together, produce the PTSD and DSO symptoms that define ICD-11 CPTSD. The model emphasizes that the two major and related causal processes of intrusive memories and negative identities exist on a continuum from prereflective experience to full self-awareness. Theoretically derived implications for the assessment and treatment of ICD-11 CPTSD are discussed, as well as areas for future research and model testing. (PsycInfo Database Record (c) 2023 APA, all rights reserved).
第11版国际疾病分类(ICD-11)将复杂创伤后应激障碍(CPTSD)与创伤后应激障碍(PTSD)一起作为单独的诊断实体。ICD-11将CPTSD定义为六组症状,其中三组与创伤后应激障碍共有(此时此地的再体验、回避和当前威胁感),三组(情感失调、消极自我概念和关系障碍)代表普遍的“自我组织障碍”(DSO)。有相当多的证据支持ICD-11 CPTSD的结构有效性,但迄今为止尚未提出其发展的理论说明。需要一种理论来解释与ICD-11 CPTSD特别相关的几个现象,如长期和反复创伤暴露所起的作用,创伤后应激障碍和DSO症状之间的功能独立性,以及创伤暴露后的诊断异质性。ICD-11 CPTSD的记忆和身份理论指出,单一和多重创伤暴露发生在个体脆弱性的背景下,它们相互作用产生侵入性的、基于感觉的创伤记忆和消极身份,它们共同产生PTSD和DSO症状,这些症状定义了ICD-11 CPTSD。该模型强调,从前反思经验到完全自我意识,侵入性记忆和消极身份这两个主要且相关的因果过程存在于一个连续体上。讨论了对ICD-11 CPTSD的评估和治疗的理论推导意义,以及未来研究和模型测试的领域。(PsycInfo数据库记录(c) 2023 APA,版权所有)。
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引用次数: 3
Hierarchical structure in language and action: A formal comparison. 语言和行为的层次结构:一种形式比较。
IF 5.4 1区 心理学 Q1 PSYCHOLOGY Pub Date : 2023-07-01 DOI: 10.1037/rev0000429
Cas W Coopmans, Karthikeya Kaushik, Andrea E Martin

Since the cognitive revolution, language and action have been compared as cognitive systems, with cross-domain convergent views recently gaining renewed interest in biology, neuroscience, and cognitive science. Language and action are both combinatorial systems whose mode of combination has been argued to be hierarchical, combining elements into constituents of increasingly larger size. This structural similarity has led to the suggestion that they rely on shared cognitive and neural resources. In this article, we compare the conceptual and formal properties of hierarchy in language and action using set theory. We show that the strong compositionality of language requires a particular formalism, a magma, to describe the algebraic structure corresponding to the set of hierarchical structures underlying sentences. When this formalism is applied to actions, it appears to be both too strong and too weak. To overcome these limitations, which are related to the weak compositionality and sequential nature of action structures, we formalize the algebraic structure corresponding to the set of actions as a trace monoid. We aim to capture the different system properties of language and action in terms of the distinction between hierarchical sets and hierarchical sequences and discuss the implications for the way both systems could be represented in the brain. (PsycInfo Database Record (c) 2023 APA, all rights reserved).

自认知革命以来,语言和行为被作为认知系统进行比较,最近在生物学、神经科学和认知科学中重新引起了跨领域收敛观点的兴趣。语言和行为都是组合系统,其组合模式被认为是分层的,将元素组合成越来越大的组成部分。这种结构上的相似性使得人们认为它们依赖于共享的认知和神经资源。在本文中,我们用集合理论比较了语言和动作的层次的概念性质和形式性质。我们表明,语言的强组合性需要一种特殊的形式主义,即岩浆,来描述与句子下面的层次结构集相对应的代数结构。当这种形式主义应用于行动时,它似乎既过于强大又过于脆弱。为了克服这些与动作结构的弱组合性和顺序性有关的局限性,我们将动作集对应的代数结构形式化为迹单群。我们的目标是根据层次集合和层次序列之间的区别来捕捉语言和动作的不同系统属性,并讨论这两种系统在大脑中表示方式的含义。(PsycInfo数据库记录(c) 2023 APA,版权所有)。
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引用次数: 0
The concept of inhibition in bilingual control. 双语控制中的抑制概念。
IF 5.4 1区 心理学 Q1 PSYCHOLOGY Pub Date : 2023-07-01 DOI: 10.1037/rev0000367
Mathieu Declerck, Iring Koch

To achieve fluent language processing as a bilingual, a dominant theoretical framework assumes that the nontarget language is inhibited. This assumption is based on several empirical effects that are typically explained with inhibitory control. In the current article, we discuss four prominent effects linked to bilingual inhibition in language production (i.e., asymmetrical switch costs, n-2 language repetition costs, reversed language dominance, and the blocked language order effect). We argue that these effects require more empirical examination in order to arrive at a firmer basis for the assumption that inhibition plays a major role during bilingual language control. In particular, the empirical replicability of the phenomena themselves needs to be established more firmly, the underlying theoretical assumptions need further examination, and the alternative explanations of the empirical effects need to be scrutinized. In turn, we conclude that inhibitory control may provide a coherent framework for bilingual language production while outlining the challenges that the inhibition account still needs to face. (PsycInfo Database Record (c) 2023 APA, all rights reserved).

作为双语者,为了实现流利的语言加工,主流理论框架假设非目标语言被抑制。这一假设是基于几个经验效应,通常用抑制控制来解释。在这篇文章中,我们讨论了与双语抑制相关的四个突出效应(即不对称转换成本、n-2语言重复成本、反向语言优势和受阻语言顺序效应)。我们认为,这些影响需要更多的实证检验,以便为抑制在双语语言控制中起主要作用的假设提供更坚实的基础。特别是,现象本身的经验可复制性需要更牢固地建立起来,潜在的理论假设需要进一步检验,对经验效应的其他解释需要仔细审查。反过来,我们得出结论,抑制控制可能为双语语言的产生提供了一个连贯的框架,同时概述了抑制理论仍然需要面对的挑战。(PsycInfo数据库记录(c) 2023 APA,版权所有)。
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引用次数: 12
Evaluating the complexity and falsifiability of psychological models. 评估心理模型的复杂性和可证伪性。
IF 5.4 1区 心理学 Q1 PSYCHOLOGY Pub Date : 2023-07-01 DOI: 10.1037/rev0000421
Manuel Villarreal, Alexander Etz, Michael D Lee

Understanding model complexity is important for developing useful psychological models. One way to think about model complexity is in terms of the predictions a model makes and the ability of empirical evidence to falsify those predictions. We argue that existing measures of falsifiability have important limitations and develop a new measure. KL-delta uses Kullback-Leibler divergence to compare the prior predictive distributions of models to the data prior that formalizes knowledge about the plausibility of different experimental outcomes. Using introductory conceptual examples and applications with existing models and experiments, we show that KL-delta challenges widely held scientific intuitions about model complexity and falsifiability. In a psychophysics application, we show that hierarchical models with more parameters are often more falsifiable than the original nonhierarchical model. This counters the intuition that adding parameters always makes a model more complex. In a decision-making application, we show that a choice model incorporating response determinism can be harder to falsify than its special case of probability matching. This counters the intuition that if one model is a special case of another, the special case must be less complex. In a memory recall application, we show that using informative data priors based on the serial position curve allows KL-delta to distinguish models that otherwise would be indistinguishable. This shows the value in model evaluation of extending the notion of possible falsifiability, in which all data are considered equally likely, to the more general notion of plausible falsifiability, in which some data are more likely than others. (PsycInfo Database Record (c) 2023 APA, all rights reserved).

理解模型的复杂性对于开发有用的心理模型非常重要。考虑模型复杂性的一种方式是根据模型做出的预测和经验证据证伪这些预测的能力。我们认为现有的可证伪性测度存在重要的局限性,并提出了一种新的测度。KL-delta使用Kullback-Leibler散度来比较模型的先验预测分布和关于不同实验结果的合理性形式化知识的先验数据。通过介绍概念示例以及现有模型和实验的应用,我们表明KL-delta挑战了关于模型复杂性和可证伪性的广泛科学直觉。在一个心理物理学的应用中,我们证明了具有更多参数的层次模型通常比原始的非层次模型更容易证伪。这与增加参数总是使模型更复杂的直觉相反。在决策应用中,我们证明了包含响应决定论的选择模型比其概率匹配的特殊情况更难以证伪。这与直觉相反,即如果一个模型是另一个模型的特殊情况,那么特殊情况一定不那么复杂。在一个记忆召回应用中,我们表明使用基于序列位置曲线的信息数据先验允许KL-delta区分模型,否则将无法区分。这显示了将可能可证伪性的概念扩展到更一般的似是而非的可证伪性概念(其中一些数据比其他数据更有可能)在模型评估中的价值。(PsycInfo数据库记录(c) 2023 APA,版权所有)。
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引用次数: 0
ViSpa (Vision Spaces): A computer-vision-based representation system for individual images and concept prototypes, with large-scale evaluation. ViSpa(视觉空间):一个基于计算机视觉的个体图像和概念原型表示系统,具有大规模评估功能。
IF 5.4 1区 心理学 Q1 PSYCHOLOGY Pub Date : 2023-07-01 DOI: 10.1037/rev0000392
Fritz Günther, Marco Marelli, Sam Tureski, Marco Alessandro Petilli

Quantitative, data-driven models for mental representations have long enjoyed popularity and success in psychology (e.g., distributional semantic models in the language domain), but have largely been missing for the visual domain. To overcome this, we present ViSpa (Vision Spaces), high-dimensional vector spaces that include vision-based representation for naturalistic images as well as concept prototypes. These vectors are derived directly from visual stimuli through a deep convolutional neural network trained to classify images and allow us to compute vision-based similarity scores between any pair of images and/or concept prototypes. We successfully evaluate these similarities against human behavioral data in a series of large-scale studies, including off-line judgments-visual similarity judgments for the referents of word pairs (Study 1) and for image pairs (Study 2), and typicality judgments for images given a label (Study 3)-as well as online processing times and error rates in a discrimination (Study 4) and priming task (Study 5) with naturalistic image material. ViSpa similarities predict behavioral data across all tasks, which renders ViSpa a theoretically appealing model for vision-based representations and a valuable research tool for data analysis and the construction of experimental material: ViSpa allows for precise control over experimental material consisting of images and/or words denoting imageable concepts and introduces a specifically vision-based similarity for word pairs. To make ViSpa available to a wide audience, this article (a) includes (video) tutorials on how to use ViSpa in R and (b) presents a user-friendly web interface at http://vispa.fritzguenther.de. (PsycInfo Database Record (c) 2023 APA, all rights reserved).

长期以来,心理表征的定量数据驱动模型在心理学中一直很受欢迎和成功(例如,语言领域的分布语义模型),但在视觉领域却基本上缺失。为了克服这个问题,我们提出了ViSpa(视觉空间),这是一种高维向量空间,包括基于视觉的自然图像表示以及概念原型。这些向量直接来源于视觉刺激,通过深度卷积神经网络进行图像分类,并允许我们计算任何一对图像和/或概念原型之间基于视觉的相似性得分。我们在一系列大规模研究中成功地评估了人类行为数据的这些相似性,包括离线判断——对词对(研究1)和图像对(研究2)的视觉相似性判断,对给定标签的图像的典型化判断(研究3)——以及使用自然图像材料的判别(研究4)和启动任务(研究5)的在线处理时间和错误率。ViSpa相似性预测了所有任务中的行为数据,这使得ViSpa在理论上成为基于视觉表示的有吸引力的模型,也是数据分析和实验材料构建的有价值的研究工具:ViSpa允许对由图像和/或表示可想象概念的单词组成的实验材料进行精确控制,并为单词对引入了特定的基于视觉的相似性。为了使更广泛的受众能够使用ViSpa,本文(a)包含了如何在R中使用ViSpa的(视频)教程,(b)在http://vispa.fritzguenther.de上提供了一个用户友好的web界面。(PsycInfo数据库记录(c) 2023 APA,版权所有)。
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引用次数: 0
An integrative effort: Bridging motivational intensity theory and recent neurocomputational and neuronal models of effort and control allocation. 一个综合的努力:连接动机强度理论和最近的神经计算和神经元模型的努力和控制分配。
IF 5.4 1区 心理学 Q1 PSYCHOLOGY Pub Date : 2023-07-01 DOI: 10.1037/rev0000372
Nicolas Silvestrini, Sebastian Musslick, Anne S Berry, Eliana Vassena

An increasing number of cognitive, neurobiological, and computational models have been proposed in the last decade, seeking to explain how humans allocate physical or cognitive effort. Most models share conceptual similarities with motivational intensity theory (MIT), an influential classic psychological theory of motivation. Yet, little effort has been made to integrate such models, which remain confined within the explanatory level for which they were developed, that is, psychological, computational, neurobiological, and neuronal. In this critical review, we derive novel analyses of three recent computational and neuronal models of effort allocation-the expected value of control theory, the reinforcement meta-learner (RML) model, and the neuronal model of attentional effort-and establish a formal relationship between these models and MIT. Our analyses reveal striking similarities between predictions made by these models, with a shared key tenet: a nonmonotonic relationship between perceived task difficulty and effort, following a sawtooth or inverted U shape. In addition, the models converge on the proposition that the dorsal anterior cingulate cortex may be responsible for determining the allocation of effort and cognitive control. We conclude by discussing the distinct contributions and strengths of each theory toward understanding neurocomputational processes of effort allocation. Finally, we highlight the necessity for a unified understanding of effort allocation, by drawing novel connections between different theorizing of adaptive effort allocation as described by the presented models. (PsycInfo Database Record (c) 2023 APA, all rights reserved).

在过去十年中,越来越多的认知、神经生物学和计算模型被提出,试图解释人类如何分配身体或认知努力。大多数模型在概念上与动机强度理论(MIT)有相似之处。然而,整合这些模型的努力很少,它们仍然局限于它们被开发的解释层面,即心理学、计算学、神经生物学和神经元。在这篇批判性的综述中,我们对最近的三种努力分配的计算和神经元模型——控制理论的期望值、强化元学习者(RML)模型和注意努力的神经元模型——进行了新颖的分析,并建立了这些模型与MIT之间的正式关系。我们的分析揭示了这些模型的预测之间惊人的相似之处,并有一个共同的关键原则:感知任务难度和努力之间存在非单调关系,遵循锯齿形或倒U形。此外,这些模型都集中在背前扣带皮层可能负责决定努力和认知控制的分配这一命题上。最后,我们讨论了每个理论对理解努力分配的神经计算过程的独特贡献和优势。最后,我们强调了统一理解努力分配的必要性,通过在所提出的模型中描述的适应性努力分配的不同理论之间建立新的联系。(PsycInfo数据库记录(c) 2023 APA,版权所有)。
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引用次数: 0
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