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相关概念视频

Beck's Cognitive Therapy01:25

Beck's Cognitive Therapy

106
Cognitive therapy is a psychological approach designed to address distortions in thinking, which can lead to negative emotions and unrealistic beliefs. These cognitive distortions often influence how individuals interpret and respond to situations, exacerbating emotional distress. Below are some prevalent cognitive distortions, their characteristics, and examples of how they manifest in thought processes.
Arbitrary Inference
Arbitrary inference involves making conclusions without sufficient...
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Introduction to Cognitive Psychology01:20

Introduction to Cognitive Psychology

789
Cognitive psychology is the field of psychology dedicated to examining how people think. It attempts to explain how and why we think the way we do by studying the interactions among human thinking, emotion, creativity, language, and problem-solving, as well as other cognitive processes. Cognitive psychology studies how information is processed and manipulated in remembering, thinking, and knowing.
This field emerged in the mid-20th century, following a period dominated by behaviorism, which...
789
Hindsight Biases01:12

Hindsight Biases

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Hindsight bias leads you to believe that the event you just experienced was predictable, even though it really wasn’t. In other words, you knew all along that things would turn out the way they did. Can you relate this to the phrase "Hindsight is 20/20" now? 
3.9K
Bias01:22

Bias

4.8K
Bias refers to any tendency that prevents a question from being considered unprejudiced. In research, bias occurs when one outcome or answer is selected or encouraged over others in sampling or testing. Bias can occur during any research phase, including study design, data collection, analysis, and publication.
In statistics, a sampling bias is created when a sample is collected from a population, and some members of the population are not as likely to be chosen as others (remember, each member...
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Lazarus's Cognitive Appraisal Theory01:20

Lazarus's Cognitive Appraisal Theory

501
Cognitive psychologist Richard Lazarus proposed the cognitive-mediational theory of emotions, which emphasizes how individuals' assessments of stressors significantly affect their experience of stress. According to Lazarus, the stress response is determined by a two-step appraisal process: primary appraisal and secondary appraisal. These cognitive appraisals help individuals evaluate the potential impact of a stressor and determine the adequacy of their coping resources.
Primary Appraisal:...
501
Inductive Reasoning00:59

Inductive Reasoning

62.6K
Inductive reasoning is a form of logical thinking that uses related observations to arrive at a general conclusion. It is uncertain and operates in degrees to which the conclusions are credible. As such, inductive arguments can be weak or strong, rather than valid or invalid, and conclusions can be used to formulate testable, falsifiable hypotheses.
Inductive reasoning is common in descriptive science. A life scientist makes observations and records them. This data can be qualitative or...
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相关实验视频

Updated: Sep 9, 2025

Continuous Theta Burst Stimulation of the Posterior Medial Frontal Cortex to Experimentally Reduce Ideological Threat Responses
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Continuous Theta Burst Stimulation of the Posterior Medial Frontal Cortex to Experimentally Reduce Ideological Threat Responses

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在自主系统中武器化认知偏见:黑盒推断攻击的框架

Shiyong Chu1, Yuwei Chen1

  • 1Aviation Industry Development Research Center of China, Beijing, China.

Frontiers in artificial intelligence
|September 5, 2025
PubMed
概括

自主系统表现出由于优先级启发的认知偏差. 我们通过操作推理 (PRIOR) 的优先级反转框架揭示了微妙的线索如何导致这些系统误判风险,即使在对称的场景中.

科学领域:

  • 人工智能
  • 认知科学
  • 自主系统

背景情况:

  • 在高维环境中的自主系统使用优先级启发系统来关注和评估风险.
  • 这些启发式可以引入影响决策的认知偏见 (突出性,空间框架,时间熟悉性).
  • 嵌入式视觉系统的有限可用性需要替代的诊断方法.

研究的目的:

  • 通过运营推理 (PRIOR) 引入优先级反转,这是一个黑诊断框架.
  • 使用结构偏差,语义中立的线索探测自主系统的推断级漏洞.
  • 在模拟监控场景中使用大型语言模型 (LLM) 作为认知优先级的代理来评估PRIOR.

主要方法:

  • 开发了一个非扰乱性诊断框架.
  • 使用结构偏差但语义中立的场景线索.
  • 使用LLM作为模拟无人机监视的抽象推理代理.

主要成果:

  • 在多个LLM中持续引发优先级反转的最小结构线索.
  • 对理由和信心估计的分析揭示了推断威胁相关性的系统性扭曲.
  • 这种对称的输入并没有阻止优先级逻辑的扭曲.
关键词:
无人机监视认知偏差推断级别的脆弱性非扰乱性的黑盒攻击优先转换可信的自主系统视觉推理的强度

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Evidence-based Knowledge Synthesis and Hypothesis Validation: Navigating Biomedical Knowledge Bases via Explainable AI and Agentic Systems
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相关实验视频

Last Updated: Sep 9, 2025

Continuous Theta Burst Stimulation of the Posterior Medial Frontal Cortex to Experimentally Reduce Ideological Threat Responses
06:42

Continuous Theta Burst Stimulation of the Posterior Medial Frontal Cortex to Experimentally Reduce Ideological Threat Responses

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The Adventures of Fundi Intervention Based on the Cognitive and Emotional Processing in Attention Deficit Hyperactive Disorder Patients
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The Adventures of Fundi Intervention Based on the Cognitive and Emotional Processing in Attention Deficit Hyperactive Disorder Patients

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Evidence-based Knowledge Synthesis and Hypothesis Validation: Navigating Biomedical Knowledge Bases via Explainable AI and Agentic Systems
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结论:

  • 黑系统中的推断层次是脆弱的.
  • 评估策略必须审视内部优先级逻辑,而不仅仅是输出正确性.
  • 这些发现对现实世界部署中的动态,体现和视觉接地代理有影响.