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Computational models reveal intuitive physics and statistical cues separately contribute to the visual perception of liquids. 计算模型揭示了直观的物理和统计线索分别有助于液体的视觉感知。
IF 2.8 1区 心理学 Q1 PSYCHOLOGY, EXPERIMENTAL Pub Date : 2026-02-06 DOI: 10.1016/j.cognition.2026.106469
Yuting Zhang, Wenyan Bi, Yuyang Miao, Ilker Yildirim

We are intimately familiar with liquids in our visual experience, yet the computational basis of liquid perception remains underexplored. This is an important knowledge gap because liquids, with their mutable shapes and complex intrinsic dynamics, differ remarkably from the commonly studied categories in computational vision, such as rigid objects or non-rigid solids. To understand the computational basis of liquid perception, we implemented different models of this ability and tested them in a new behavioral study. The models realize two distinct theoretical possibilities for the visual perception of liquid viscosity. The first possibility, and the focus of most existing work, explains the representation of liquid viscosity as a consequence of high-level image and motion statistics discriminative of the gradations of this physical property. A second, much different possibility is that the perceptual representations of liquids functionally map the physical processes of how viscosity and external forces (e.g., gravity, rigid surfaces) shape the way liquids move. We task these models and humans in a new behavioral task: making similarity judgments of liquid viscosity across pairs of animations depicting qualitatively different scenarios - e.g., a metal ball falling into a liquid container vs. liquid pouring over a non-flat surface. We find that a new model, Ripple, which builds and manipulates physics-based representations of liquid viscosity from sensory inputs, explains substantial variance in human judgments beyond powerful, previously behaviorally validated, statistical representations of viscosity. Moreover, statistical representations of viscosity across vastly different model architectures - a task-specific DNN and a general video foundation model - converge with one another, while remaining equally differentiated from Ripple. These results suggest that liquid perception extends beyond image statistics to also involve simulation-based intuitive physics.

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引用次数: 0
Dissociations and interactions between attention guidance from negative templates maintained in visual working memory and long-term memory. 消极模板在视觉工作记忆和长时记忆中的注意引导分离及相互作用。
IF 2.8 1区 心理学 Q1 PSYCHOLOGY, EXPERIMENTAL Pub Date : 2026-02-04 DOI: 10.1016/j.cognition.2026.106455
Aditya Prakash, Andrew Hollingworth

Visual attention can be guided away from objects known to be irrelevant to the current task. These negative templates (specifying distractor features) can be maintained in visual working memory (VWM) and in long-term memory (LTM). LTM-based negative templates allow for direct suppression of to-be-avoided feature values, observable in the earliest selective operations during search (i.e., implemented proactively). However, there is mixed evidence regarding whether VWM-based negative templates are likewise implemented directly and proactively. Here, we contrasted LTM- and VWM-based negative guidance within the same visual search experiment. There were two broad lines of findings. First, the two sources of guidance dissociated on several measures of oculomotor orienting during visual search, including: a) the polarity of initial guidance, b) the latency of initial orienting, and c) the pattern of guidance across an extended search trial. We conclude that the two forms of guidance are implemented by fundamentally different mechanisms. Second, we created conditions in which the two forms of guidance were potentially operational within the same trial, testing their interaction. Both were expressed within a trial when they specified different sets of objects. However, VWM-based biases dominated when the two biases were placed in competition, indicating that online attentional sets tend to overshadow learned biases in the computation of priority.

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引用次数: 0
Task switching promotes switch readiness: Evidence from forced and voluntary task switching. 任务切换促进切换准备:来自强制和自愿任务切换的证据。
IF 2.8 1区 心理学 Q1 PSYCHOLOGY, EXPERIMENTAL Pub Date : 2026-02-04 DOI: 10.1016/j.cognition.2026.106458
Jonathan Mendl, Daniel Bratzke, Gesine Dreisbach

People find it harder to switch from one task to another than to repeat a task. One common explanation is that lingering activation of the just-executed task facilitates repetitions and impairs switching. However, beyond specific task sets, it is also conceivable that switching a task increases more abstract switch readiness, whereas repeating a task reduces switch readiness. To investigate switch readiness independent of task-set activation, we used consecutive chunks, each consisting of two tasks, with self-paced breaks between chunks. This way, the salient task transition happens within a chunk, independent of the task transition between chunks. In four experiments, we applied a (hybrid) task-switching paradigm with a mixture of forced choice (only one task presented) and free choice (participants can decide which task to perform). We expected an increased ability and willingness to switch (i.e., switch readiness) in the current chunk when the previous chunk entailed a task switch rather than a repetition. In line with a switch-readiness account, Experiments 1 and 2 showed reduced switch costs and increased voluntary switch rates (VSR) after a switch within the previous chunk. Furthermore, this effect transferred to new task pairs (only descriptively in Experiment 3, significantly in Experiment 4). Taken together, the present study uncovered a novel property of sequential control during task switching.

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引用次数: 0
Number magnitude affects spatial decisions: Evidence of spatial-numerical associations with complex movements. 数字大小影响空间决策:空间-数字与复杂运动关联的证据。
IF 2.8 1区 心理学 Q1 PSYCHOLOGY, EXPERIMENTAL Pub Date : 2026-02-03 DOI: 10.1016/j.cognition.2026.106473
Mauro Murgia, Angelica Ielo, Stefano Pileggi, Valter Prpic, Cathy Craig, Tiziano Agostini, Fabrizio Sors

The Spatial-Numerical Association effects describe the spatial relationship between number magnitude and response side, with small numbers usually associated with left sided responses and large numbers with right sided responses. Typically, these effects are demonstrated using response time differences in simple key press tasks, where participants are required to process the magnitude (magnitude classification task) or parity (parity judgement task) of a number. The present study investigated whether similar spatial biases (left/right) also occur for decisions that involve more complex movements, namely walking. Using a free response task, presented in a virtual reality environment, participants were shown a number from 1 to 9, that was presented directly in front of them. At the beginning of each trial participants were required to process either the number's magnitude (Experiment 1) or parity (Experiment 2). They were then asked to walk freely in any direction towards a semi-circular target area, while continuing to process information in working memory. The results showed a higher frequency of leftward walking decisions for smaller numbers and rightward walking decisions for larger numbers in both experiments, as well as compatible deviations of walking trajectory. These findings are consistent with previous literature on SNAs. This study highlights that in a free response task both spatial decisions and spontaneous movements are influenced by number magnitude, both when magnitude is task-relevant and when it is task-irrelevant.

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引用次数: 0
Who would you save? Children and mothers' life-or-death decisions. 你会救谁?孩子和母亲的生死抉择。
IF 2.8 1区 心理学 Q1 PSYCHOLOGY, EXPERIMENTAL Pub Date : 2026-02-02 DOI: 10.1016/j.cognition.2026.106468
Qiongwen Cao, Fan Yang, Haocheng Ma, Jean Decety

The principle of equal human worth is widely endorsed, yet real-world situations often require trade-offs. This raises a fundamental question: Do individuals truly value all human lives equally from an early age, or do they differentiate based on salient attributes? In a cross-sectional study, children aged 5-10 years (N = 253, 47% female) and their mothers made binary life-or-death choices between two individuals differing in age and sex. Results showed that even the youngest children did not value all lives equally. With age, children increasingly prioritized younger individuals, plausibly reflecting a growing understanding that older people have less time left to live, and showed reduced same sex ingroup preference. Machine learning models predicted older children's choices more accurately, suggesting that decision-making becomes more systematic and predictable with development. Mothers prioritized younger and female lives, with the strongest female preference emerging when the two individuals differed in sex but not age. Framing also influenced judgment: saving vs. leaving behind altered the strength of the preference for younger lives. These patterns align with social norms and gender stereotypes (e.g., protection of "vulnerable" groups, gendered expectations of helpfulness and susceptibility to harm). Evolutionary frameworks, such as reproductive value and parental investment, offer potential explanations for why such norms and stereotypes seem pervasive. Overall, the findings indicate that the valuation of human lives is initially not egalitarian, becomes increasingly structured across childhood, and adult priorities may arise from the interplay between evolved caregiving heuristics and fairness norms.

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引用次数: 0
Learning by doing: Effects of visually-guided action learning on highly degraded visual stimuli. 边做边学:视觉引导的动作学习对高度退化的视觉刺激的影响。
IF 2.8 1区 心理学 Q1 PSYCHOLOGY, EXPERIMENTAL Pub Date : 2026-02-02 DOI: 10.1016/j.cognition.2026.106450
Jie Gao, Yijin Wang, Zhiqing Deng, Haobo Li, Ruxiao Zhang, Yichong Zhang, Xilin Zhang, Guomei Zhou, Juan Chen

The visual ventral and visual dorsal pathways mediate visual perception and visually guided action, respectively. While perceptual learning is well established, it is still debated whether action learning-training motor responses to visual features-can operate under degraded vision when conscious visual perceptual learning is minimized, and it remains unclear what factors govern its success. These questions strongly limited the application of action learning. Here, we trained 24 adults to grasp low-contrast vertical or horizontal bars rendered highly degraded using continuous flash suppression, testing their contrast thresholds and grasping performance before and after training. We found that at the group level, action learning not only enhanced visual sensitivity but also improved grasping performance despite no improvement in the perceptual visibility of the stimuli. Critically, learning success correlated with gains in contrast sensitivity rather than initial stimulus visibility, suggesting that action learning depends on enhanced sensory encoding rather than conscious perception. Additionally, participants who had no initial learning with low contrast stimuli started to show improvements when stimulus contrast was increased, indicating that action learning requires sufficient (but not necessarily visible) sensory input. These findings demonstrate the dorsal stream's capacity for implicit, action-driven plasticity, even with degraded stimuli, and clarify that successful action learning is governed by improvements in sensory encoding rather than perceptual awareness. Overall, our findings suggest that action-based training could serve as a promising rehabilitative approach for degraded vision, provided stimulus strength is carefully optimized, opening new avenues for rehabilitation in vision deficits (e.g., amblyopia, cortical blindness).

视觉腹侧通路和视觉背侧通路分别介导视觉知觉和视觉引导行为。虽然感知学习已经建立,但当有意识的视觉感知学习最小化时,行动学习-训练对视觉特征的运动反应-是否可以在视觉退化的情况下运作仍然存在争议,并且仍然不清楚是什么因素决定了它的成功。这些问题极大地限制了行动学习的应用。在这里,我们训练24名成年人在连续闪光抑制下抓取高度退化的低对比度垂直或水平线,测试他们在训练前后的对比度阈值和抓取性能。我们发现,在群体水平上,行动学习不仅提高了视觉敏感性,而且改善了抓取性能,尽管对刺激的知觉可见性没有改善。关键的是,学习成功与对比敏感度的提高相关,而不是与初始刺激可见性相关,这表明行动学习依赖于增强的感觉编码,而不是有意识的感知。此外,当刺激对比度增加时,没有初始学习低对比度刺激的参与者开始表现出改善,这表明行动学习需要足够的(但不一定是可见的)感官输入。这些发现证明了背侧脑流具有内隐的、行动驱动的可塑性,即使是在刺激减弱的情况下也是如此,并阐明了成功的行动学习是由感觉编码的改善而不是知觉意识的改善所控制的。总的来说,我们的研究结果表明,如果刺激强度得到精心优化,基于动作的训练可以作为一种有希望的视力退化康复方法,为视力缺陷(如弱视、皮质性失明)的康复开辟了新的途径。
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引用次数: 0
Aesthetic speed preferences when viewing dance synchronize to a 'natural' pace of human movement. 观看舞蹈时的审美速度偏好与人类运动的“自然”速度同步。
IF 2.8 1区 心理学 Q1 PSYCHOLOGY, EXPERIMENTAL Pub Date : 2026-02-01 DOI: 10.1016/j.cognition.2025.106421
Joan Danielle K Ongchoco, David Melcher

The human body in motion is typically in service of everyday tasks - but it can also be aesthetically pleasing, as in dance. Is there a common property underlying how we perceive and appreciate human motion in both everyday and aesthetic contexts? Here we focus on one of the most basic features of motion: the speed at which it unfolds. In a 'set-the-pace' task, people adjusted the playback speed of a broad range of videos to what was "maximally pleasing" to them. This method revealed three distinct correlates of aesthetic speed preferences across multiple experiments and replications. First, when looking across genres, aesthetically pleasing speeds converged at a sweet spot of amount of motion, computed by a measure of optical flow: faster dances (e.g., Bollywood) were consistently slowed down, and slower dances (e.g., classical ballet or Chinese folk) were sped up. Second, aesthetic speed preferences were domain-specific: responses for dance videos were predicted only by responses for videos involving human (e.g., sports), but not non-human (e.g., object or animal) motion. Finally, what's specific to aesthetic speed preferences for human motion? Separate sets of observers adjusted playback speeds to "where the dancer was maximally expressive" and to "the pace at which people naturally move". Aesthetic speed preferences were highly correlated with both measures, but only "natural" pace ratings ultimately predicted unique variance above and beyond other factors. Thus, aesthetic speed preferences in dance may be tuned not just to the outward expressiveness of the dancer, but also to what we synchronize to, i.e., the pace at which we encounter human motion in everyday life.

运动中的人体通常是为日常工作服务的,但它也可以是审美上的愉悦,比如跳舞。在日常生活和审美环境中,我们如何感知和欣赏人体运动,是否存在一个共同的属性?在这里,我们关注运动的最基本特征之一:运动展开的速度。在“设定节奏”的任务中,人们将大量视频的播放速度调整到他们“最满意”的速度。这种方法在多个实验和重复中揭示了审美速度偏好的三个不同的相关性。首先,当观察不同类型的舞蹈时,通过测量光流计算得出,令人赏心悦目的速度会聚集在动作量的最佳点上:速度较快的舞蹈(如宝莱坞)会一直放慢,而速度较慢的舞蹈(如古典芭蕾或中国民间舞蹈)会加快。其次,审美速度偏好是特定领域的:对舞蹈视频的反应只能通过对涉及人类(如运动)的视频的反应来预测,而不是非人类(如物体或动物)运动的视频。最后,人类运动的审美速度偏好有什么特殊之处?另一组观察者将回放速度调整到“舞者最具表现力的地方”和“人们自然移动的速度”。审美速度偏好与这两种测量方法高度相关,但只有“自然”速度评级最终预测了超越其他因素的独特差异。因此,舞蹈的审美速度偏好可能不仅取决于舞者的外在表现力,还取决于我们与之同步的速度,即我们在日常生活中遇到人类运动的速度。
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引用次数: 0
Bad victims: Moral transgressions against immoral victims are judged less harshly. 坏受害者:对不道德受害者的道德越轨行为的评判不那么严厉。
IF 2.8 1区 心理学 Q1 PSYCHOLOGY, EXPERIMENTAL Pub Date : 2026-02-01 DOI: 10.1016/j.cognition.2026.106448
Yoel Inbar, Brett Mercier, Layla F Mondol, Cindel J M White

Four preregistered studies find that perpetrators who commit moral transgressions are judged less harshly when their transgressions impact individuals who have previously committed immoral actions (i.e., bad victims). In Studies 1 and 2, we used between- and within-participants comparisons to find that perpetrators, and the moral transgressions they committed, were judged less harshly when they affected bad (vs. neutral) victims. In Studies 3 and 4, we replicated these effects and found that bad victims were seen as having less capacity for emotional experience and suffering. Increased leniency towards perpetrators who transgressed against bad victims occurred even though perpetrators in our studies did not know who their victims were, meaning that it does not result from the perception that perpetrators were intentionally punishing bad victims. Instead, moral transgressions against bad victims may be viewed as less wrong because these transgressions are perceived to cause less harm to their victims.

四项预先登记的研究发现,当犯罪者的犯罪行为影响到之前有过不道德行为的人(即坏受害者)时,他们受到的评判就不那么严厉了。在研究1和2中,我们使用了参与者之间和参与者内部的比较来发现,当犯罪者影响到坏的(相对于中性的)受害者时,他们所犯的道德越轨行为受到的评判不那么严厉。在研究3和4中,我们重复了这些效应,发现坏受害者被视为情感体验和痛苦的能力较弱。即使在我们的研究中,犯罪者不知道他们的受害者是谁,但对侵犯受害者的犯罪者的宽大处理也会增加,这意味着这不是由于犯罪者故意惩罚受害者的看法。相反,针对坏受害者的道德越轨行为可能被视为不那么错误,因为这些越轨行为被认为对受害者造成的伤害较小。
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引用次数: 0
Context-dependent effects of branches in decisions under risk 风险决策中分支的情境依赖效应
IF 2.8 1区 心理学 Q1 PSYCHOLOGY, EXPERIMENTAL Pub Date : 2026-01-30 DOI: 10.1016/j.cognition.2026.106442
Ioannis Evangelidis
This paper investigates how the number of branches in a prospect influences decision makers' preferences. I propose that individuals may use differences in branch number as a justification when choosing between prospects, but that this heuristic applies only when multiple probabilistic options are available for comparison. Accordingly, the impact of branch number on choice depends on decision context, particularly the alternatives presented alongside the target prospect. In choices between two prospects offering probabilistic gains, preference for a prospect increases when it offers more gain branches than the alternative. For example, more people choose a target prospect offering a 20% chance to win $14 and a 20% chance to win $15 (otherwise $0) over an alternative offering a 60% chance to win $10 (otherwise $0) than when the target offers a 40% chance to win $15 (otherwise $0). However, the effect disappears when the alternative is a sure gain and reverses when the prospect is presented in isolation. The data also indicate rapidly diminishing sensitivity: preference increases when a prospect's branches rise from one to two while the alternative has a single branch, but additional branches yield little or no further gain in attractiveness. Additional studies examined moderators of the effect and extended the findings to losses and to decisions involving valuations of human lives. Together, these results challenge existing models of risky choice by demonstrating the context dependence of branch effects, and they carry practical implications for financial and policy decisions under uncertainty.
本文研究了前景中分支机构的数量如何影响决策者的偏好。我建议个人在选择潜在客户时可能会使用分支数量的差异作为理由,但这种启发式方法仅适用于有多个概率选项可供比较的情况。因此,分支数对选择的影响取决于决策环境,特别是与目标前景一起呈现的备选方案。在提供概率收益的两个前景之间进行选择时,当前景提供的收益分支多于备选方案时,对前景的偏好就会增加。例如,与目标提供40%机会赢得15美元(否则为0美元)相比,更多的人选择提供20%机会赢得14美元和20%机会赢得15美元(否则为0美元)的目标前景,而不是提供60%机会赢得10美元(否则为0美元)的选择。然而,当替代方案是一个确定的收益时,这种效果就会消失,而当前景是孤立地呈现时,这种效果就会逆转。数据还表明,敏感性迅速下降:当一个潜在客户的分支从一个增加到两个,而另一个选择只有一个分支时,偏好就会增加,但额外的分支在吸引力上几乎没有增加。其他研究考察了影响的调节因子,并将研究结果扩展到损失和涉及人类生命价值的决策。总之,这些结果通过展示分支效应的背景依赖性来挑战现有的风险选择模型,并且它们对不确定性下的金融和政策决策具有实际意义。
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引用次数: 0
Generic fitting models learn edge representations from prenatal retinal waves 通用拟合模型从产前视网膜波中学习边缘表示
IF 2.8 1区 心理学 Q1 PSYCHOLOGY, EXPERIMENTAL Pub Date : 2026-01-29 DOI: 10.1016/j.cognition.2025.106415
Lalit Pandey , Samantha M.W. Wood , Benjamin Cappell , Justin N. Wood
Orientation selectivity—the representation of oriented edges—is a hallmark of biological vision, shared across mammals, birds, and reptiles. However, the origins of orientation selectivity are unknown. Is orientation selectivity predetermined, with genes instructing the development of edge representations? Or is orientation selectivity the product of blind evolution-like (variation + selection) fitting during prenatal development? Here, we provide evidence supporting the fitting account. Using generic image-computable fitting models (transformers), we show that orientation selectivity develops when fitting systems adapt to prenatal experiences. Our models started from scratch, with no innate orientation selectivity and no hardcoded priors about lines, objects, or space. The models were then trained with a biologically plausible fitting objective (unsupervised temporal learning) and biologically plausible prenatal data (retinal waves). Despite starting from scratch, the models spontaneously developed robust orientation selectivity. This result generalized across architecture sizes, training conditions, and retinal waves from different species. Edge representations develop when domain-general fitting mechanisms adapt to prenatal experiences, supporting fitting theories of learning and development.
定向选择——定向边缘的表征——是生物视觉的一个标志,哺乳动物、鸟类和爬行动物都具有这种特征。然而,取向选择性的起源是未知的。取向选择性是预先决定的,基因指示边缘表征的发展?或者定向选择性是产前发育过程中盲目进化(变异+选择)拟合的产物?在这里,我们提供证据支持合适的帐户。使用通用的图像可计算拟合模型(变压器),我们表明,当拟合系统适应产前经验时,定向选择性发展。我们的模型从零开始,没有固有的方向选择,也没有关于线、物体或空间的硬编码先验。然后用生物学上合理的拟合目标(无监督时间学习)和生物学上合理的产前数据(视网膜波)训练这些模型。尽管从零开始,这些模型自发地发展了强大的定向选择性。这一结果适用于不同物种的结构大小、训练条件和视网膜波。当域一般拟合机制适应产前经验时,边缘表示就会发展,支持学习和发展的拟合理论。
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引用次数: 0
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