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Showing 50 of 50 papers in Cognitive Psychology

The influence of tacs stimulation timing on WM modulation effects

Guo Ruiqiao, Wenrui Li, Guo Xue, Na Zhao, Lei Ming, Qiang Liu, Qiang Liu
2025-12-11 ChinaXiv: chinaxiv-202512.00070 Mixed Source

Although transcranial Alternating Current Stimulation (tACS) can enhance working memory (WM) performance by modulating cognitive resources, its effects remain inconsistent across existing studies. This research finds that the timing of tACS application relative to the task is a critical moderating v…

Cognitive and Neural Mechanisms of Tonal Pattern and Semantic Processing in Poetry

Zhang Jingjing, Shi Ying, Shanwen Deng, Li Jiabin, Chen Qingrong, Chen Qingrong
2025-12-01 ChinaXiv: chinaxiv-202512.00028 Mixed Source

Music is the soul of poetry. For ancient Chinese poetry, the Ping-Ze (level and oblique tones) pattern is a typical expression of poetic musicality. This study selected five-character regulated verses (Wuyan Lüshi) as experimental materials, simultaneously manipulating the Ping-Ze patterns and seman…

The Effect of Reproductive Experience on Psychological Processing of Infant Auditory Cues: Postprint

Wang Xinyue, You Liandong, Li Ming, Li Ming
2025-11-30 ChinaXiv: chinaxiv-202508.00002

Mothers, particularly human mothers, exhibit exceptional sensitivity to the unique acoustic features, emotional valence, and survival cues embedded in infant cries and laughter. This article evaluates various cognitive experimental paradigms developed using infant cry materials and investigates mate…

Spatial Reference Frame Integration Performance Based on Collaborative Tasks

Qi Pei, Li Jing, Li Jing
2025-11-29 ChinaXiv: chinaxiv-202512.00002 Mixed Source

Through three experiments, this study explores the patterns of individual spatial reference frame representations in spatial collaborative tasks and the conditions that facilitate reference frame integration. In each experiment, participants first engaged in collaborative learning of a spatial scene…

The Transient Scaffold: A Longitudinal Eye-Tracking Study on the Dynamic Role of Interword Spacing in Chinese L2 Reading

Yu,Miao, Wang,Tianlin, Sun,Hui, Long,Jiaxin, Yu,Miao, Wang, Tianlin
2025-11-28 ChinaXiv: chinaxiv-202510.00067 Original EN

While inserting spaces between words facilitates reading in Chinese as a Second Language (CSL) learners, it remains unclear whether this benefit is short-lived or enduring throughout the learning process. Using a longitudinal eye-tracking design, we tracked L1-English CSL learners across four stages…

Aging of Path Integration Ability and Its Neural Mechanisms

Xue Yingqi, Zhang Yao, Zhao Haichao, He Qinghua, Jiali Liu, Jiali Liu
2025-11-26 ChinaXiv: chinaxiv-202511.00177 Mixed Source

Path integration refers to the spatial navigation ability of an individual to continuously integrate sensory cues to update their position during movement. Against the backdrop of an intensifying aging population, whether the behavioral performance and neural characteristics of path integration can …

Definition and Value Reconstruction of Human Creativity in the AI Era

Jiang Ke, Huang Ruizhi, Shen Zhoujie, Yan Wenjing, Jiang Ke, Yan Wenjing
2025-11-07 ChinaXiv: chinaxiv-202511.00064 Mixed Source

In the AI era, traditional definitions of creativity can no longer accurately describe the value distinction between the intelligent activities of humans and AI. The "high-score" performance of AI in traditional creativity tasks has fueled the illusion that "AI possesses high creativity." In fact, t…

Neural mechanisms of binaural beat modulation of pain

Xiao-Yun Li, Wu Qiqi, Liwen Jiang, Lü Xuejing, Peng Weiwei, Peng Weiwei
2025-11-05 ChinaXiv: chinaxiv-202511.00063 Mixed Source

Binaural Beats (BB) represent a convenient, low-cost neuromodulation method applicable to daily life, possessing potential analgesic effects. This study utilized $\alpha$-band BB as a stimulus to compare its differences with Monaural Beats (MB) and white noise in terms of pain modulation and neural …

Mechanisms of the Locus Coeruleus-Norepinephrine System in Attention

Xing Lianzi, Chen Yujie, Miao Chengguo, Zhang Yang, Miao Chengguo, Zhang Yang
2025-10-11 ChinaXiv: chinaxiv-202510.00063 Mixed Source

The locus coeruleus-norepinephrine system (LC-NE) is a crucial neuromodulatory system in the brain that plays a pivotal role in attention regulation. This article systematically reviews the mechanisms of LC-NE in attention, encompassing: 1) the firing patterns and activity dynamics of LC-NE during a…

A Unified Information Theory of Subjective Cognition

Jian-Sheng Kang, Jian-Sheng Kang
2025-09-22 ChinaXiv: chinaxiv-202509.00067 Original EN

Consciousness is considered the most challenging problem in the science of the mind, especially Chalmers' hard problem. From the standpoint of systems science philosophy, many consciousness theories overlook the structure-function correlation principle, thereby reducing their explanatory power regar…

Emotional Capability Assessment of Multimodal Large Language Models in Dynamic Social Interaction Scenarios

Zhou Zisen, Huang Qi, Tan Zehong, Liu Rui, Cao Ziheng, MU Fangman, Fan Yachun, Qin Shaozheng, Fan Yachun, Qin Shaozheng
2025-09-10 ChinaXiv: chinaxiv-202509.00064 Mixed Source

Multimodal Large Language Models (MLLMs) can process and integrate multimodal data information such as images and text, providing a powerful tool for understanding human psychology and cognitive behavior. Combining classic paradigms from emotion psychology, this study separates the different roles o…

The Dissociation Between External Manifestations and Internal Representations of Volition

Luo Xiaoxiao, Zhou Xiaolin, Luo Xiaoxiao
2025-08-23 ChinaXiv: chinaxiv-202508.00348 Mixed Source

Volition is the capacity for autonomous self-control, a core characteristic that distinguishes humans from animals and machines, and the cornerstone of physical and mental health and social order. Its external manifestation is voluntary action, whereas its internal representation is the sense of con…

Cognitive Neural Mechanisms of Implicit Emotion Regulation

Gao Kexiang, Yuyao Tang, Zhang Yueyao, Zhang Dandan, Zhang Dandan
2025-08-18 ChinaXiv: chinaxiv-202508.00234 Mixed Source

Implicit emotion regulation is the process by which individuals change their emotions without conscious monitoring or explicit intention to regulate emotions. Compared with explicit emotion regulation, implicit emotion regulation relies less on the prefrontal executive control system. Building upon …

Contextual Prediction in Chinese Reading and Its Effect on Lexical Recognition: Fixation-Related Potential Evidence

Liu Zhifang, Feng Ximei, \documentclass[twocolumn]{article} \usepackage[utf8]{inputenc} \usepackage{amsmath} \usepackage{graphicx} \usepackage{CJK} \usepackage[numbers]{natbib} \title{Research on Image Classification Methods Based on Deep Learning} \author{Zhang San \\ School of Computer Science and Technology \\ Peking University} \date{\today} \begin{document} \begin{CJK}{UTF8}{gbsn} \maketitle \begin{abstract} This paper studies image classification methods based on deep learning. It first introduces the fundamental principles and commonly used models of deep learning, and then focuses on analyzing the application of convolutional neural networks in image classification tasks. Experimental results demonstrate that the proposed method achieves 92.5\% accuracy on the CIFAR-10 dataset, outperforming traditional machine learning methods. \end{abstract} \keywords{deep learning, image classification, convolutional neural network} \section{Introduction} With the rapid development of artificial intelligence technology, machine learning has become an important research direction in the field of computer science. In particular, breakthroughs in deep learning technology in recent years have led to significant progress in tasks such as image classification, speech recognition, and natural language processing. This paper will focus on exploring the application of deep learning in image classification. \section{Related Work} Traditional image classification methods mainly rely on hand-crafted feature extractors, such as SIFT\cite{lowe2004distinctive} and HOG\cite{dalal2005histograms}. These methods require domain expert knowledge and have limited generalization capabilities. In contrast, deep learning methods can automatically learn hierarchical feature representations, significantly improving classification performance. \section{Deep Learning Methods} \subsection{Convolutional Neural Networks} Convolutional Neural Networks (CNN) are a type of deep learning model specifically designed for processing data with grid-like structures. They extract image features through a combination of convolutional layers, pooling layers, and fully connected layers. Convolutional layers perform convolution operations on the input using learnable filters, while pooling layers are used to reduce feature dimensions. \subsection{Residual Networks} Residual Networks (ResNet) solve the vanishing gradient problem in training deep networks by introducing skip connections. This structure enables the network to learn residual mappings, thereby allowing the training of deeper network architectures. ResNet achieved breakthrough results in the ImageNet Large Scale Visual Recognition Challenge. \section{Experimental Setup} We evaluated the proposed method on the CIFAR-10 dataset. This dataset contains 60,000 32×32 color images divided into 10 categories. We used 50,000 images for training and 10,000 images for testing. The experiments were implemented using the PyTorch framework and trained on an NVIDIA Tesla V100 GPU. \section{Experimental Results} As shown in Table\ref{tab:results}, our method achieved 92.5\% accuracy on the test set. Figure\ref{fig:confusion_matrix} shows the confusion matrix, which demonstrates that the model performs relatively balanced across all categories. Compared with the baseline method, the accuracy improved by 5.2 percentage points. \begin{table}[h] \centering \caption{Performance Comparison of Different Methods} \label{tab:results} \begin{tabular}{lc} \hline Method & Accuracy(\%) \\ \hline Traditional machine learning method & 87.3 \\ Deep learning method & 92.5 \\ \hline \end{tabular} \end{table} \section{Conclusion} This paper proposes an image classification method based on deep learning and validates its effectiveness on the CIFAR-10 dataset. Experimental results demonstrate that deep learning methods have significant advantages in image classification tasks. Future work will explore more efficient model architectures and training strategies. \bibliographystyle{plain} \bibliography{references} \end{CJK} \end{document}, Liu Zhifang
2025-08-01 ChinaXiv: chinaxiv-202508.00003

This study utilized the fixation-related potential technique to examine predictive processing in Chinese reading and the cognitive mechanisms underlying its influence on lexical recognition effects. Analyses of eye movement and electroencephalographic (EEG) data in the pre-target and target word reg…

Threat Stimuli Facilitate Learned Distractor Suppression Based on Location Probability

Nian Jingqing, Tan Jiang, Zhang Di, Zhang Yu, Luo Yu, Luo Yu
2025-08-01 ChinaXiv: chinaxiv-202508.00001

Threat stimuli possess strong priority in attentional processing, yet whether they facilitate or interfere with the formation of learned distractor inhibition remains unclear. This study examined the influence of threat stimuli on the formation of location-probability-based learned distractor inhibi…

Category and Semantic Distance Modulate the Effects of Expectation on Memory

Dai Jiaojian, Sun Mingze, Wang Dongfang, Xinrui Mao, Guo Chunyan, Mao Xinrui, Guo Chunyan
2025-07-11 ChinaXiv: chinaxiv-202507.00149 Mixed Source

Humans often need to make predictions based on current situations to guide subsequent behavior. However, researchers currently debate vigorously regarding whether predictable or unpredictable items yield better memory performance. In this study (Experiment 1: item recognition; Experiment 2: associat…

Cognitive Characteristics and Neural Mechanisms of Multichannel Category Learning: EEG and DDM Evidence

Wu Jie, Che Zixuan, Wu Jie
2025-07-04 ChinaXiv: chinaxiv-202507.00049 Mixed Source

The cognitive characteristics and neural mechanisms of multi-channel category learning are of critical importance for elucidating the principles of cross-modal knowledge representation. This study combines event-related potential (ERP) technology with the drift-diffusion model to systematically inve…

From Brain-Reading to Brain-Modulating: Applications and Mechanisms of Brain-Computer Interface Neuromodulation from a Psychological Perspective

Chen Zhaojie, Wang Guofang, Wang Guofang
2025-06-24 ChinaXiv: chinaxiv-202506.00210 Mixed Source

Brain-Computer Interface (BCI) is an interaction technology that establishes a direct communication channel between the brain and external devices by collecting, decoding, and providing feedback on neural signals, opening up a brand-new path for understanding and expanding mental potential. This stu…

Multi-Image Advantage in Face Identity Matching Depends on the Formation of Face Representations

Junye Feng, Wang Zhe, Sun Yuhao, Sun Yuhao
2025-06-22 ChinaXiv: chinaxiv-202506.00195 Mixed Source

Presenting multiple face images of the same person can significantly improve participants' recognition performance for face identity. However, the cognitive mechanisms underlying the improvement in face recognition performance through multiple images remain unclear. This study includes two experimen…

Musical Training Promotes the Interaction between Pitch and Temporal Dimensions in Auditory Working Memory

Zhou Linshu, Zhang Yuqing, Cai Danchao, Zhou Linshu, Cai Danchao
2025-06-16 ChinaXiv: chinaxiv-202506.00165

Music training can enhance individuals' sensitivity to temporal and non-temporal structures, but the joint influence of these structures in working memory remains unclear. This study investigates how pitch and rhythmic structures are processed in auditory working memory and the role of music trainin…

Application-Oriented Micro-Expression Analysis: From Data Acquisition to Intelligent Deployment

Li Jingting, Zhao Lin, Dong Zichao, Wang Sujing, Wang Sujing
2025-06-12 ChinaXiv: chinaxiv-202506.00079

Micro-expressions refer to brief facial actions that individuals unconsciously display when attempting to suppress genuine emotions. Owing to their non-invasive nature, they possess significant application value in domains such as national security and public security. To address challenges includin…

Neural Mechanisms of Executive Function and Digital Intervention in Amnestic Mild Cognitive Impairment in Older Adults

Liu Haining, Dong Xianling, Liu Haihong, Liu Yanli, Li Xianwen
2024-02-27 ChinaXiv: chinaxiv-202402.00254

Alzheimer's disease exhibits extremely high incidence and mortality rates. As a clinical prodromal stage, investigating the formation and development mechanisms of amnestic mild cognitive impairment (aMCI) contributes to the prevention of Alzheimer's disease onset. Existing research demonstrates tha…

Neural Replay Mechanisms of Human Episodic Memory Consolidation Under Stress

Liu Wei, Chen Ruixin, Guo Jinpeng, Liu Wei
2024-02-20 ChinaXiv: chinaxiv-202402.00206

Memory consolidation typically occurs slowly during periods of rest or sleep following memory encoding. However, under stressful conditions, memories may be rapidly consolidated. Given the long-standing lack of quantitative methods for neural activity during human memory consolidation, the mechanism…

High-level construal mindset promotes categorizing information based on thematic relations

Kai Shi, Jiansheng Li, Jiansheng Li
2024-02-13 ChinaXiv: chinaxiv-202402.00239

The present study examined whether a high-level construal mindset promotes categorizing information according to thematic relations. In two experiments, the construal-level priming task was used to initiate a high-level versus low-level construal mindset, and then all participants were asked to comp…

The Mechanism of Unitization in Facilitating Associative Memory: Familiarity and Recollection Processing

Liu Zejun, Liu Wei, Liu Zejun, Liu Wei
2022-05-26 ChinaXiv: chinaxiv-202205.00167

When two or more items are encoded in an integrated manner, familiarity can also support associative recognition—a viewpoint that has garnered substantial empirical support. However, disagreements persist regarding how integration influences both associative recognition and the recognition of indivi…

The Serial Position Effect in Divergent Thinking: A New Perspective on the Dynamic Generation Mechanism of Creative Ideas

Chen Qunlin, Ding Ke, Chen Qunlin, Ding Ke
2022-05-20 ChinaXiv: chinaxiv-202205.00142

The serial position effect in divergent thinking refers to the phenomenon where the number of ideas generated per unit time gradually decreases over time, while the originality of ideas progressively increases. Associative theory and the executive control hypothesis respectively focus on explaining …

Processing Mechanisms and Integration Time Course of Verb Metaphors: Evidence from Behavioral and ERP Studies

Li Ying, Lu Xiaoxiao, Li Xinyan, Wang Yue, Wang Yue
2022-05-06 ChinaXiv: chinaxiv-202205.00032

The debate over whether verb metaphor processing is entirely based on perceptual-motor simulation or also involves the participation of abstract semantic processing systems, and how the two interact, has remained a subject of debate. This study investigated the processing mechanisms and integration …

Target Decision versus Motor Elicitation: The Influence of Motor Responses in Target Detection on the Attentional Facilitation Effect

Zheng Siqi, Meng Yingfang, Huang Fajie, Meng Yingfang
2022-04-26 ChinaXiv: chinaxiv-202204.00150

The Attentional Boost Effect (ABE) refers to the phenomenon wherein, under dual-task conditions, memory performance for background information presented concurrently with target stimuli in a detection task is superior to that for background information presented with distractor stimuli. Previous res…

The Hierarchical Nature of Cognitive Control: EEG Evidence from Task Switching

Wu Jianxiao, Cao Bihua, Chen Yun, Li Zixia, Li Fuhong, Li Fuhong
2022-04-25 ChinaXiv: chinaxiv-202204.00147

One of the main research paradigms in cognitive control is task switching. Previous studies have found that switch costs are modulated by the hierarchical nature of cognitive control, but few studies have explored the dynamic neural mechanisms underlying this modulation process. The present study in…

The Online Construction of Numerical Spatial Representations: Evidence from the SNARC Effect in Interference Contexts

Wang Qiangqiang, Zhang Qi, Shi Wendian, Wang Zhiwei, Zhang Pengcheng, Shi Wendian
2022-04-21 ChinaXiv: chinaxiv-202204.00142

Although previous studies have found that numbers are spatially represented in the human memory system, how the human brain accomplishes this spatial representation of numbers remains controversial. This study conducted two experiments to investigate the characteristics and mechanisms of numerical s…

Embodied Memory and Its Intrinsic Mechanisms

Jin Yuwei, Sun Xiao, Song Yaowu, Song Yaowu
2022-03-29 ChinaXiv: chinaxiv-202203.00116

Embodied memory research primarily investigates the role of the body and its sensorimotor processes in memory. Manipulating or constraining the physical state, embodied characteristics, or availability of the body can affect the efficiency, valence, and content of memory. The underlying mechanisms c…

Neural Mechanisms of Mental Processing: From Evoked Brain Activity to Generative Brain Activity

Wang Yifeng, Zhang Chi, YAN Jin-Hong, Xiujuan Jing, Wang Yifeng
2022-03-17 ChinaXiv: chinaxiv-202203.00045

The traditional computer metaphor has employed evoked brain activity as the primary means to investigate the neural mechanisms underlying mental processing. Extensive research has revealed that evoked brain activity does not constitute the principal component of brain activity; rather, it interacts …

Effects of Transcranial Direct Current Stimulation on Response Inhibition in Healthy Populations

Guo Zhihua, Lu Hongliang, Huang Peng, Zhu Xia, Zhu Xia
2022-03-15 ChinaXiv: chinaxiv-202203.00042

Response inhibition refers to the ability to suppress inappropriate or currently unnecessary behaviors. Studies have demonstrated that response inhibition is primarily associated with the functional integrity of the inferior frontal gyrus, dorsolateral prefrontal cortex, and pre-supplementary motor …

Neural Mechanisms of Successful Episodic Memory Aging

Zheng Zhiwei, Xiao Fengqiu, Shao Qi, Zhao Xiaofeng, Huang Yan, Li Juan, Zheng Zhiwei, Li Juan
2022-03-09 ChinaXiv: chinaxiv-202203.00015

With advancing age, most older adults experience decline in episodic memory, yet some exhibit successful aging of episodic memory, characterized by relatively good memory performance or minimal age-related decline. The brain maintenance theory, neural dedifferentiation theory, cognitive reserve theo…

Cross-Domain Effects of Tone Categorical Perception Patterns and Tone Complexity on Musical Pitch Perception

Li Xianzhuo, Xiao Rong, Liang Dandan, Liang Dandan
2022-03-06 ChinaXiv: chinaxiv-202203.00019

Using pitch identification and discrimination tasks, with native speakers of Chinese, Vietnamese, and Russian as participants, this study investigated two language processing-level factors, namely tonal categorical perception patterns and differences in complexity across tonal systems of different l…

Applications of Transcranial Alternating Current Stimulation at Different Frequencies in Psychiatric Disorders

Siyuan Zhang, Xuebing Li, Li Xuebing
2022-03-03 ChinaXiv: chinaxiv-202203.00006

In recent years, researchers have begun to apply transcranial alternating current stimulation (tACS) technology in the field of psychiatric disorders, among which γ and α frequencies have attracted the most attention. The potential mechanisms of tACS action in psychiatric disorders include two aspec…

Cognitive Mechanisms of 2D-to-3D Spatial Information Transformation in Haptic 2D Image Recognition

Qin Yinghui, Yu Wenyuan, Fu Xiaolan, Liu Ye, Liu Ye
2022-02-21 ChinaXiv: chinaxiv-202202.00051

Tactile 2D images constitute an important modality for visually impaired individuals to access graphical information. At present, most tactile 2D images are directly converted from visual 2D images into tangible line drawings. In visual 2D images, visual principles such as perspective and viewpoint …

Cognitive Neural Mechanisms of Boundary-Enhanced Spatial Navigation

Hao Xin, Yuan Zhongping, Lin Shuting, Shen Ting, Hao Xin
2022-01-30 ChinaXiv: chinaxiv-202201.00128

Boundaries refer to obstacles that occupy a large proportion of the visual field and possess three-dimensional extended planes, which play a crucial facilitative role in spatial navigation behaviors of humans and animals. Cognitive developmental research has found that in early childhood (1.5–2 year…

The Influence of Language and Context on Sensorimotor Simulation of Concrete Concepts

Shi Rubin, Xie Jiushu, Yang Mengqing, Wang Ruiming, Wang Ruiming
2022-01-30 ChinaXiv: chinaxiv-202201.00127

Perceptual-motor simulation in concrete concept processing is a core processing mechanism of concept representation. This study systematically investigated the influence of linguistic factors (language type: first language and second language) and contextual factors (perceptual context: spatial perc…

The Effect of Secondary Task on the Activation of Spatial Representation of Power in Lexical Category Judgment Task

Zhu Lei, Sai Xueying, Jadra Murat, Zhu Lei
2022-01-22 ChinaXiv: chinaxiv-202201.00067

Numerous studies have shown that power is represented in the brain along vertical space, specifically through verbal and visual-spatial encoding. Previous research has found that these two encodings are context-dependent, meaning that the current task determines which encoding is activated. General …

Coping with Moral Self-Threat: A Moral Memory Bias Perspective

Wang Xiuxin, Shen Yifan, Wang Xiuxin
2022-01-14 ChinaXiv: chinaxiv-202201.00052

People sometimes engage in immoral behaviors, which may threaten their positive moral self-concept. To cope with such moral self-threat, individuals exhibit moral memory bias, characterized by impaired recall of immoral events or information that threaten the moral self. In recent years, researchers…

Holistic Representation of Facial Attractiveness and Its Dynamic Enhancement

Zhou Guomei, Zheng Ruoying, Lin Jia, Liu Xinge, Zhou Guomei
2022-01-13 ChinaXiv: chinaxiv-202201.00042

Facial attractiveness plays a significant role in critical social decisions (e.g., mate selection, job seeking, social exchange). Previous research on facial attractiveness has primarily focused on explaining the influence of various static facial features from an evolutionary perspective, with less…

The Role of Rhythm in Auditory Speech Comprehension

Liangjie Chen, Liu Lei, Ge Zhongshu, Yang Xiaodong, Li Liang, Li Liang
2021-12-29 ChinaXiv: chinaxiv-202201.00002

Speech comprehension is the psychological process by which a listener receives external speech input and acquires meaning. In daily communication, auditory speech comprehension is influenced by multi-scale rhythmic information, commonly including three aspects of external rhythms: prosodic structure…