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The development of human causal learning and reasoning 人类因果学习和推理能力的发展
Pub Date : 2024-04-26 DOI: 10.1038/s44159-024-00300-5
Mariel K. Goddu, Alison Gopnik
Causal understanding is a defining characteristic of human cognition. Like many animals, human children learn to control their bodily movements and act effectively in the environment. Like a smaller subset of animals, children intervene: they learn to change the environment in targeted ways. Unlike other animals, children grow into adults with the causal reasoning skills to develop abstract theories, invent sophisticated technologies and imagine alternate pasts, distant futures and fictional worlds. In this Review, we explore the development of human-unique causal learning and reasoning from evolutionary and ontogenetic perspectives. We frame our discussion using an ‘interventionist’ approach. First, we situate causal understanding in relation to cognitive abilities shared with non-human animals. We argue that human causal understanding is distinguished by its depersonalized (objective) and decontextualized (general) representations. Using this framework, we next review empirical findings on early human causal learning and reasoning and consider the naturalistic contexts that support its development. Then we explore connections to related abilities. We conclude with suggestions for ongoing collaboration between developmental, cross-cultural, computational, neural and evolutionary approaches to causal understanding. Humans have a unique capacity for objective and general causal understanding. In this Review, Goddu and Gopnik describe the development of causal learning and reasoning abilities during evolution and across childhood.
因果理解是人类认知的一个决定性特征。与许多动物一样,人类儿童学会控制自己的身体动作,并在环境中有效地行动。与其他动物一样,儿童也会进行干预:他们学会有针对性地改变环境。与其他动物不同的是,儿童长大成人后具有因果推理能力,可以发展抽象理论、发明尖端技术、想象不同的过去、遥远的未来和虚构的世界。在这篇评论中,我们将从进化论和本体论的角度探讨人类独特的因果学习和推理能力的发展。我们采用 "干预 "的方法进行讨论。首先,我们将因果理解与非人类动物共有的认知能力联系起来。我们认为,人类的因果理解能力因其非人化(客观)和非语境化(一般)的表征而与众不同。利用这一框架,我们接下来回顾了人类早期因果学习和推理的实证研究结果,并考虑了支持其发展的自然环境。然后,我们将探讨与相关能力的联系。最后,我们将就因果理解的发展、跨文化、计算、神经和进化方法之间的持续合作提出建议。
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引用次数: 0
Mapping the claustrum to elucidate consciousness 绘制盲点图以阐明意识
Pub Date : 2024-04-23 DOI: 10.1038/s44159-024-00313-0
Navona Calarco
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引用次数: 0
Prenatal alcohol exposure influences visual processing in infants 产前接触酒精会影响婴儿的视觉处理能力
Pub Date : 2024-04-22 DOI: 10.1038/s44159-024-00314-z
Teresa Schubert
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引用次数: 0
Understanding the development of reward learning through the lens of meta-learning 从元学习的角度理解奖励学习的发展
Pub Date : 2024-04-18 DOI: 10.1038/s44159-024-00304-1
Kate Nussenbaum, Catherine A. Hartley
Determining how environments shape how people learn is central to understanding individual differences in goal-directed behaviour. Studies of the effects of early-life adversity on reward learning have revealed that the environments that infants and children experience exert lasting influences on reward-guided behaviour. However, the varied findings from this research are difficult to reconcile under a unified computational account. Studies of adaptive reinforcement learning have demonstrated that learning algorithms and parameters dynamically adapt to support reward-guided behaviour in varied contexts, but this body of research has largely focused on learning that proceeds within the short timeframes of experimental tasks. In this Perspective, we argue that, to understand how the structure of experienced environments shapes reward learning across development, computational accounts of the effects of environmental statistics on reinforcement learning need to be extended to encompass learning across multiple nested timescales of experience. To this end, we consider the development of reward learning through the lens of meta-learning models, in particular meta-reinforcement learning. This computational formalization can inspire new hypotheses and methods for empirical research to understand how features of experienced environments give rise to individual differences in learning and adaptive behaviour across development. Environments shape reward learning, which can result in individual differences in behaviour. In this Perspective, Nussenbaum and Hartley consider the development of reward learning through the lens of meta-learning models, in particular meta-reinforcement learning.
确定环境如何影响人们的学习方式是了解目标导向行为个体差异的核心。有关早期逆境对奖赏学习影响的研究表明,婴幼儿所经历的环境会对奖赏导向行为产生持久的影响。然而,这些研究的不同发现很难在统一的计算解释下进行调和。对适应性强化学习的研究表明,学习算法和参数会动态调整,以支持不同情境下的奖赏引导行为,但这些研究主要集中于在实验任务的短时间内进行的学习。在本《视角》中,我们认为,为了理解经验环境的结构如何在整个发展过程中影响奖赏学习,需要扩展环境统计对强化学习影响的计算描述,以涵盖跨越多个嵌套经验时间尺度的学习。为此,我们从元学习模型,特别是元强化学习的角度来考虑奖赏学习的发展。这种计算形式化可以为实证研究提供新的假设和方法,从而了解经验环境的特征如何导致个体在整个发展过程中的学习和适应行为差异。
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引用次数: 0
Safeguarding young users on social media through academic oversight 通过学术监督保护社交媒体上的年轻用户
Pub Date : 2024-04-18 DOI: 10.1038/s44159-024-00311-2
Christian Montag, Peter J. Schulz, Laura Marciano, Andres Roman-Urrestarazu, Hans-Jürgen Rumpf, Benjamin Becker
The EU commission’s Digital Services Act aims to protect children and adolescents from psychological harm on social media platforms. This initiative needs to be carried out in close cooperation between the EU commission and independent academics.
欧盟委员会的《数字服务法》旨在保护儿童和青少年在社交媒体平台上免受心理伤害。这一举措需要欧盟委员会和独立学术界的密切合作。
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引用次数: 0
From the lab to a career in graduate education 从实验室到研究生教育生涯
Pub Date : 2024-04-16 DOI: 10.1038/s44159-024-00310-3
Teresa Schubert
Nature Reviews Psychology is interviewing individuals with doctoral degrees in psychology who pursued non-academic careers. We spoke with Deepti Ramadoss about her journey from research scientist to director of graduate studies.
自然-心理学评论》(Nature Reviews Psychology)正在采访拥有心理学博士学位但从事非学术职业的人士。我们采访了德普蒂-拉马多斯(Deepti Ramadoss),了解她从研究科学家到研究生院院长的心路历程。
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引用次数: 0
Towards functional specificity in parenting 实现育儿的功能特异性
Pub Date : 2024-04-16 DOI: 10.1038/s44159-024-00309-w
Hannah Swerbenski
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引用次数: 0
Active forgetting in post-traumatic stress 创伤后应激反应中的主动遗忘
Pub Date : 2024-04-10 DOI: 10.1038/s44159-024-00308-x
Linn Petersdotter
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引用次数: 0
Continuity fields enhance visual perception through positive serial dependence 连续场通过正序列依赖性增强视觉感知
Pub Date : 2024-04-08 DOI: 10.1038/s44159-024-00297-x
Mauro Manassi, David Whitney
Positive serial dependencies are phenomena in which actions, perception, decisions, and memory of features or objects are systematically biased towards the recent past. Across several decades, serial dependencies have been variously referred to as priming, sequential dependencies, sequential effects or serial effects. Despite a great deal of research, the functional purpose of positive serial dependencies remains unknown. In this Perspective, we propose that their goal is to promote the stability, accuracy and efficiency of perceptual representations. By continuously inducing serial dependencies, cognition compensates for variability in sensory input and thus stabilizes what would otherwise be a noisy, jittery and discontinuous experience of the world. We theorize that this goal is served by continuity fields: spatiotemporal integration mechanisms that continuously bias perception and cognition towards previously encountered information, thereby smoothing representations to promote the stability, accuracy and efficiency of experience. Experiences of objects and features are biased to appear more like previously seen stimuli than they really are. In this Perspective, Manassi and Whitney describe this phenomenon of positive serial dependence and propose continuity fields as the underlying mechanism.
正序列依赖是指对特征或对象的行动、感知、决定和记忆系统地偏向于最近的过去的现象。数十年来,序列依赖被称为引物效应、序列依赖、序列效应或序列效应。尽管进行了大量的研究,但正序列依赖的功能目的仍然未知。在本《视角》中,我们认为其目的是提高知觉表征的稳定性、准确性和效率。通过持续诱导序列依赖,认知可以补偿感官输入的可变性,从而稳定原本嘈杂、抖动和不连续的世界体验。我们的理论认为,这一目标是由连续性场实现的:时空整合机制不断使感知和认知偏向于先前遇到的信息,从而使表征更加平滑,以提高体验的稳定性、准确性和效率。
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引用次数: 0
Sampling decisions in developmental psychology 发展心理学中的取样决定
Pub Date : 2024-04-04 DOI: 10.1038/s44159-024-00306-z
Katherine McAuliffe
A priori sampling decisions often constrain which age groups are tested in particular developmental studies, which can profoundly shape inferences about developmental change. Thus, it is important to pull back the curtain on what drives these decisions.
先验的取样决定往往会制约特定发展研究中对哪些年龄组进行测试,从而对发展变化的推论产生深远影响。因此,我们有必要揭开这些决定的神秘面纱。
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引用次数: 0
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Nature reviews psychology
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