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Morality on the road: Should machine drivers be more utilitarian than human drivers? 道路上的道德:机器驾驶员是否应该比人类驾驶员更加功利?
IF 2.8 1区 心理学
Cognition Pub Date : 2024-11-18 DOI: 10.1016/j.cognition.2024.106011
Peng Liu, Yueying Chu, Siming Zhai, Tingru Zhang, Edmond Awad
{"title":"Morality on the road: Should machine drivers be more utilitarian than human drivers?","authors":"Peng Liu, Yueying Chu, Siming Zhai, Tingru Zhang, Edmond Awad","doi":"10.1016/j.cognition.2024.106011","DOIUrl":"https://doi.org/10.1016/j.cognition.2024.106011","url":null,"abstract":"<p><p>Machines powered by artificial intelligence have the potential to replace or collaborate with human decision-makers in moral settings. In these roles, machines would face moral tradeoffs, such as automated vehicles (AVs) distributing inevitable risks among road users. Do people believe that machines should make moral decisions differently from humans? If so, why? To address these questions, we conducted six studies (N = 6805) to examine how people, as observers, believe human drivers and AVs should act in similar moral dilemmas and how they judge their moral decisions. In pedestrian-only dilemmas where the two agents had to sacrifice one pedestrian to save more pedestrians, participants held them to similar utilitarian norms (Study 1). In occupant dilemmas where the agents needed to weigh the in-vehicle occupant against more pedestrians, participants were less accepting of AVs sacrificing their passenger compared to human drivers sacrificing themselves (Studies 1-3) or another passenger (Studies 5-6). The difference was not driven by reduced occupant agency in AVs (Study 4) or by non-voluntary occupant sacrifice in AVs (Study 5), but rather by the perceived social relationship between AVs and their users (Study 6). Thus, even when people adopt an impartial stance as observers, they are more likely to believe that AVs should prioritize serving their users in moral dilemmas. We discuss the theoretical and practical implications for AV morality.</p>","PeriodicalId":48455,"journal":{"name":"Cognition","volume":"254 ","pages":"106011"},"PeriodicalIF":2.8,"publicationDate":"2024-11-18","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142676223","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"RegionCategory":"心理学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Relative source credibility affects the continued influence effect: Evidence of rationality in the CIE. 相对来源可信度影响持续影响效应:CIE 中的理性证据。
IF 2.8 1区 心理学
Cognition Pub Date : 2024-11-18 DOI: 10.1016/j.cognition.2024.106000
Carolin V Hey, Marie Luisa Schaper, Ute J Bayen
{"title":"Relative source credibility affects the continued influence effect: Evidence of rationality in the CIE.","authors":"Carolin V Hey, Marie Luisa Schaper, Ute J Bayen","doi":"10.1016/j.cognition.2024.106000","DOIUrl":"https://doi.org/10.1016/j.cognition.2024.106000","url":null,"abstract":"<p><p>The Continued Influence Effect (CIE) is the phenomenon that retracted information often continues to influence judgments and inferences. The CIE is rational when the source that retracts the information (the retractor) is less credible than the source that originally presented the information (the informant; Connor Desai et al., 2020). Conversely, a CIE is not rational when the retractor is at least as credible as the informant. Thus, a rational account predicts that the CIE depends on the relative credibility of informant and retractor. In two experiments (N = 151, N = 146), informant credibility and retractor credibility were independently manipulated. Participants read a fictitious news report in which original information and a retraction were each presented by either a source with high credibility or a source with low credibility. In both experiments, when the informant was more credible than the retractor, participants showed a CIE compared to control participants who saw neither the information nor the retraction (ds > 0.82). When the informant was less credible than the retractor, participants showed no CIE, in line with a rational account. However, in Experiment 2, participants also showed a CIE when informant and retractor were equally credible (ds > 0.51). This cannot be explained by a rational account, but is consistent with error-based accounts of the CIE. Thus, a rational account alone cannot fully account for the complete pattern of results, but needs to be complemented with accounts that view the CIE as a memory-based error.</p>","PeriodicalId":48455,"journal":{"name":"Cognition","volume":"254 ","pages":"106000"},"PeriodicalIF":2.8,"publicationDate":"2024-11-18","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142676486","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"RegionCategory":"心理学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Decoding face identity: A reverse-correlation approach using deep learning 解码人脸身份:利用深度学习的反向相关方法。
IF 2.8 1区 心理学
Cognition Pub Date : 2024-11-16 DOI: 10.1016/j.cognition.2024.106008
Xue Tian , Yiying Song , Jia Liu
{"title":"Decoding face identity: A reverse-correlation approach using deep learning","authors":"Xue Tian ,&nbsp;Yiying Song ,&nbsp;Jia Liu","doi":"10.1016/j.cognition.2024.106008","DOIUrl":"10.1016/j.cognition.2024.106008","url":null,"abstract":"<div><div>Face recognition is crucial for social interactions. Traditional approaches primarily rely on subjective judgment, utilizing a pre-selected set of facial features based on literature or intuition to identify critical facial features for face recognition. In this study, we adopted a reverse-correlation approach, aligning responses of a deep convolutional neural network (DCNN) with its internal representations to objectively identify facial features pivotal for face recognition. Specifically, we trained a DCNN, namely VGG-FD, to possess human-like capability in discriminating facial identities. A representational similarity analysis (RSA) was employed to characterize VGG-FD's performance metrics, which was subsequently reverse-correlated with its representations in layers capable of discriminating facial identities. Our analysis revealed a higher likelihood of face pairs being perceived as different identities when their representations significantly differed in areas such as the eyes, eyebrows, or central facial region, suggesting the significance of the eyes as facial parts and the central facial region as an integral of face configuration in face recognition. In summary, our study leveraged DCNNs to identify critical facial features for face discrimination in a hypothesis-neutral, data-driven manner, hereby advocating for the adoption of this new paradigm to explore critical facial features across various face recognition tasks.</div></div>","PeriodicalId":48455,"journal":{"name":"Cognition","volume":"254 ","pages":"Article 106008"},"PeriodicalIF":2.8,"publicationDate":"2024-11-16","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142649374","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"RegionCategory":"心理学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
How does color distribution learning affect goal-directed visuomotor behavior? 颜色分布学习如何影响目标导向的视觉运动行为?
IF 2.8 1区 心理学
Cognition Pub Date : 2024-11-15 DOI: 10.1016/j.cognition.2024.106002
Léa Entzmann , Árni Gunnar Ásgeirsson , Árni Kristjánsson
{"title":"How does color distribution learning affect goal-directed visuomotor behavior?","authors":"Léa Entzmann ,&nbsp;Árni Gunnar Ásgeirsson ,&nbsp;Árni Kristjánsson","doi":"10.1016/j.cognition.2024.106002","DOIUrl":"10.1016/j.cognition.2024.106002","url":null,"abstract":"<div><div>While the visual world is rich and complex, importantly, it nevertheless contains many statistical regularities. For example, environmental feature distributions tend to remain relatively stable from one moment to the next. Recent findings have shown how observers can learn surprising details of environmental color distributions, even when the colors belong to actively ignored stimuli such as distractors in visual search. Our aim was to determine whether such learning influences orienting in the visual environment, measured with saccadic eye movements. In two visual search experiments, observers had to find an odd-one-out target. Firstly, we tested cases where observers selected targets by fixating them. Secondly, we measured saccadic eye movements when observers made judgments on the target and responded manually. Trials were structured in blocks, containing <em>learning trials</em> where distractors came from the same color distribution (uniform or Gaussian) while on subsequent <em>test trials</em>, the target was at different distances from the mean of the learning distractor distribution. For both manual and saccadic measures, performance improved throughout the learning trials and was better when the distractor colors came from a Gaussian distribution. Moreover, saccade latencies during test trials depended on the distance between the color of the current target and the distractors on learning trials, replicating results obtained with manual responses. Latencies were slowed when the target color was within the learning distractor color distribution and also revealed that observers learned the difference between uniform and Gaussian distributions. The importance of several variables in predicting saccadic and manual reaction times was studied using random forests, revealing similar rankings for both modalities, although previous distractor color had a higher impact on free eye movements. Overall, our results demonstrate learning of detailed characteristics of environmental color distributions that affects early attentional selection rather than later decisional processes.</div></div>","PeriodicalId":48455,"journal":{"name":"Cognition","volume":"254 ","pages":"Article 106002"},"PeriodicalIF":2.8,"publicationDate":"2024-11-15","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142639892","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"RegionCategory":"心理学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Bias-free measure of distractor avoidance in visual search 视觉搜索中避免分心的无偏测量方法
IF 2.8 1区 心理学
Cognition Pub Date : 2024-11-14 DOI: 10.1016/j.cognition.2024.106007
Xiaojin Ma , Richard A. Abrams
{"title":"Bias-free measure of distractor avoidance in visual search","authors":"Xiaojin Ma ,&nbsp;Richard A. Abrams","doi":"10.1016/j.cognition.2024.106007","DOIUrl":"10.1016/j.cognition.2024.106007","url":null,"abstract":"<div><div>Recent findings suggest that it is possible for people to proactively avoid attentional capture by salient distractors during visual search. The results have important implications for understanding the competing influences of top-down and bottom-up factors in visual attention. Nevertheless, questions remain regarding the extent to which apparently ignored distractors are processed. To assess distractor processing, previous experiments have used a probe method in which stimuli are occasionally superimposed on the search display–requiring participants to abort the search and identify the probe stimuli. It has been recently shown that such probe tasks may be vulnerable to decision-level biases, such as a participant's willingness to report stimuli on to-be-ignored items. We report here results from a new method that is not subject to this limitation. In the new method, the non-target search elements, including the salient distractors, contained features that were either congruent or incongruent with the target. Processing of the non-target elements is inferred from the effects of the compatibility of the shared features on judgments about the target. In four experiments using the technique we show that ignored salient distractors are indeed processed less fully than non-target elements that are not salient, replicating the results of earlier studies using the probe methods. Additionally, the processing of the distractors was found to be reduced at least in part at early perceptual or attentional stages, as assumed by models of attentional suppression. The study confirms the proactive avoidance of capture by salient distractors measured without decision-level biases and provides a new technique for assessing the magnitude of distractor processing.</div></div>","PeriodicalId":48455,"journal":{"name":"Cognition","volume":"254 ","pages":"Article 106007"},"PeriodicalIF":2.8,"publicationDate":"2024-11-14","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142630757","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"RegionCategory":"心理学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Signaling (in)tolerance: Social evaluation and metaethical relativism and objectivism 发出(不)宽容的信号:社会评价与元伦理相对主义和客观主义。
IF 2.8 1区 心理学
Cognition Pub Date : 2024-11-13 DOI: 10.1016/j.cognition.2024.105984
David Moss , Andres Montealegre , Lance S. Bush , Lucius Caviola , David Pizarro
{"title":"Signaling (in)tolerance: Social evaluation and metaethical relativism and objectivism","authors":"David Moss ,&nbsp;Andres Montealegre ,&nbsp;Lance S. Bush ,&nbsp;Lucius Caviola ,&nbsp;David Pizarro","doi":"10.1016/j.cognition.2024.105984","DOIUrl":"10.1016/j.cognition.2024.105984","url":null,"abstract":"<div><div>Prior work has established that laypeople do not consistently treat moral questions as being objectively true or as merely true relative to different perspectives. Rather, these metaethical judgments vary dramatically across moral issues and in response to different social influences. We offer a potential explanation by examining how objectivists and relativists are evaluated in different contexts. We provide evidence for a novel account of metaethical judgments as signaling tolerance or intolerance of disagreement. The social implications of signaling tolerance or intolerance in different contexts may motivate different metaethical judgments. Study 1 finds that relativists are perceived as more tolerant, empathic, having superior moral character, and as more desirable as social partners than objectivists. Study 2 replicates these findings with a within-participants design and also shows that objectivists are perceived as more morally serious than relativists. Study 3 examines evaluations of objectivists and relativists regarding concrete moral issues, finding these results vary across situations of moral agreement and disagreement. Study 4 finds that participants' metaethical stances likewise vary when responding in the way they think would make a person who agrees or disagrees with them evaluate them more positively. However, in Study 5, we find no effect on metaethical judgment of telling participants they will be evaluated by a person who agrees or disagrees with them, which suggests either a failure to induce reputational concerns or a more limited influence of reputational considerations on metaethical judgments, despite strong effects on social evaluation.</div></div>","PeriodicalId":48455,"journal":{"name":"Cognition","volume":"254 ","pages":"Article 105984"},"PeriodicalIF":2.8,"publicationDate":"2024-11-13","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142630765","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"RegionCategory":"心理学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Possible reasons for reductive seductions: A reply to Wilson et al. 还原诱惑的可能原因:对威尔逊等人的答复
IF 2.8 1区 心理学
Cognition Pub Date : 2024-11-12 DOI: 10.1016/j.cognition.2024.106003
Deena Skolnick Weisberg
{"title":"Possible reasons for reductive seductions: A reply to Wilson et al.","authors":"Deena Skolnick Weisberg","doi":"10.1016/j.cognition.2024.106003","DOIUrl":"10.1016/j.cognition.2024.106003","url":null,"abstract":"<div><div>Wilson et al. (2025) report a failed attempt to replicate the reductive allure effect: Unlike prior work, they do not find that participants judged explanations of scientific phenomena to be higher quality when they contained irrelevant reductive language. The current commentary considers three possible reasons for this failure to replicate: (1) a change in the nature of online study participants, (2) a change in the background knowledge that people bring to judgments of scientific explanations, and (3) a change in the kinds of explanations that people find satisfying.</div></div>","PeriodicalId":48455,"journal":{"name":"Cognition","volume":"254 ","pages":"Article 106003"},"PeriodicalIF":2.8,"publicationDate":"2024-11-12","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142630763","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"RegionCategory":"心理学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Identification performance across the life span: Lineups and the reaction time-based Concealed Information Test 跨越生命周期的识别能力:排队和基于反应时间的隐藏信息测试。
IF 2.8 1区 心理学
Cognition Pub Date : 2024-11-09 DOI: 10.1016/j.cognition.2024.105996
Melanie Sauerland , Sera Wiechert , Elias Czarnojan , Elisabeth Deiman , Linda Dörr , Nick J. Broers , Bruno Verschuere
{"title":"Identification performance across the life span: Lineups and the reaction time-based Concealed Information Test","authors":"Melanie Sauerland ,&nbsp;Sera Wiechert ,&nbsp;Elias Czarnojan ,&nbsp;Elisabeth Deiman ,&nbsp;Linda Dörr ,&nbsp;Nick J. Broers ,&nbsp;Bruno Verschuere","doi":"10.1016/j.cognition.2024.105996","DOIUrl":"10.1016/j.cognition.2024.105996","url":null,"abstract":"<div><div>Cognitive and social factors can deteriorate eyewitness identification performance in children and older adults. An identification procedure that mitigates the effect of such factors could be beneficial for child and older adult witnesses. In a field experiment, we mapped identification performance in a large community sample (<em>N</em> = 1239) across the lifespan (ages 6–79 years) for two different identification procedures: classic lineups and reaction time-based Concealed Information Test (RT-CIT). Visitors of a science museum or science fair witnessed a recorded mock theft and then took either a classic lineup, or the RT-CIT. Young adults (18–35-year-olds) outperformed younger and older age groups in lineup performance. The RT-CIT showed a moderate capacity to diagnose face recognition and absence of recognition in the target-absent condition. Age did not affect identification with the RT-CIT. However, children were often not able to follow the RT-CIT instructions, leading to a large number of exclusions. A direct comparison of lineup vs. RT-CIT performance showed that children and adolescents showed better identification performance in RT-CIT than lineups. For young adults, there was no difference between the two procedures. The trend turned around at mid-adult age who showed better identification performance when they were given a lineup compared to an RT-CIT. These findings suggest that the RT-CIT might be considered an alternative identification procedure for children and adolescents, offering protection for innocent suspects.</div></div>","PeriodicalId":48455,"journal":{"name":"Cognition","volume":"254 ","pages":"Article 105996"},"PeriodicalIF":2.8,"publicationDate":"2024-11-09","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142630761","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"RegionCategory":"心理学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Developmental changes in the perceived moral standing of robots 机器人道德地位感知的发展变化。
IF 2.8 1区 心理学
Cognition Pub Date : 2024-11-09 DOI: 10.1016/j.cognition.2024.105983
Madeline G. Reinecke , Matti Wilks , Paul Bloom
{"title":"Developmental changes in the perceived moral standing of robots","authors":"Madeline G. Reinecke ,&nbsp;Matti Wilks ,&nbsp;Paul Bloom","doi":"10.1016/j.cognition.2024.105983","DOIUrl":"10.1016/j.cognition.2024.105983","url":null,"abstract":"<div><div>Emerging evidence suggests that children may think of robots—and artificial intelligence, more generally—as having moral standing. In this paper, we trace the developmental trajectory of this belief. Over three developmental studies (combined <em>N =</em> 415) and one adult study (<em>N =</em> 156), we compared participants' judgments (Experiments 1–3) and donation choices (Experiment 4) towards a human boy, a humanoid robot, and control targets. We observed that, on the whole, children endorsed robots as having moral standing and mental life. With age, however, they tended to deny experiential mental life to robots, which aligned with diminished ascription of moral standing. Older children's judgments more closely mirrored those of adult participants, who overwhelmingly denied these attributes to robots. This sheds new light on children's moral cognitive development and their relationship to emerging technologies.</div></div>","PeriodicalId":48455,"journal":{"name":"Cognition","volume":"254 ","pages":"Article 105983"},"PeriodicalIF":2.8,"publicationDate":"2024-11-09","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142630759","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"RegionCategory":"心理学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Beyond risk preferences in sequential decision-making: How probability representation, sequential structure and choice perseverance bias optimal search 超越顺序决策中的风险偏好:概率表征、顺序结构和选择毅力如何影响最优搜索。
IF 2.8 1区 心理学
Cognition Pub Date : 2024-11-08 DOI: 10.1016/j.cognition.2024.106001
Christiane Baumann , René Schlegelmilch , Bettina von Helversen
{"title":"Beyond risk preferences in sequential decision-making: How probability representation, sequential structure and choice perseverance bias optimal search","authors":"Christiane Baumann ,&nbsp;René Schlegelmilch ,&nbsp;Bettina von Helversen","doi":"10.1016/j.cognition.2024.106001","DOIUrl":"10.1016/j.cognition.2024.106001","url":null,"abstract":"<div><div>Sequential decision-making, where choices are made one after the other, is an important aspect of our daily lives. For example, when searching for a job, an apartment, or deciding when to buy or sell a stock, people often have to make decisions without knowing what future opportunities might arise. These situations, which are known as optimal stopping problems, involve a risk associated with the decision to either stop or continue searching. However, previous research has not consistently found a clear connection between individuals’ search behavior in these tasks and their risk preferences as measured in controlled experimental settings. In this paper, we explore how particular characteristics of optimal stopping tasks affect people’s choices, extending beyond their stable risk preferences. We find that (1) the way the underlying sampling distribution is presented (whether it is based on experience or description), (2) the sequential presentation of options, and (3) the unequal frequencies of choices to reject versus to accept significantly bias people choices. These results shed light on the complex nature of decisions that unfold sequentially and emphasize the importance of incorporating context factors when studying human decision behavior.</div></div>","PeriodicalId":48455,"journal":{"name":"Cognition","volume":"254 ","pages":"Article 106001"},"PeriodicalIF":2.8,"publicationDate":"2024-11-08","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142630755","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"RegionCategory":"心理学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
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