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関連する概念動画

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...
106
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

3.9K
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...
4.8K
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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関連する実験動画

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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自律的なシステムにおける認知バイアスの武器化:ブラックボックス推論攻撃の枠組み

Shiyong Chu1, Yuwei Chen1

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

Frontiers in artificial intelligence
|September 5, 2025
PubMed
まとめ

自律的なシステムは優先順位のヒューリスティックにより 認知バイアスを示します 操作推論による優先順位転換 (PRIOR) フレームワークは 微妙なシグナルが システムにリスクの判断を誤らせることを示しています

科学分野:

  • 人工知能
  • 認知科学
  • 自動運転システム

背景:

  • 高次元環境における自律システムは,注意とリスク評価のための優先順位ヒューリスティックを使用します.
  • これらのヒューリスティックは,意思決定に影響を与える認知バイアス (突起,空間的枠組,時間的親しみ) を導入することができます.
  • 視覚システムへのアクセスが限られているため,代替診断方法が必要になります.

研究 の 目的:

  • ブラックボックスの診断フレームワークであるPRIORを導入する.
  • 構造的に偏った,意味学的に中立なシグナルを使用して,自律的なシステムにおける推論レベルの脆弱性を探求する.
  • シミュレートされた監視シナリオにおける認知的優先順位付けのプロキシとして,大規模な言語モデル (LLM) を使用してPRIORを評価する.

主な方法:

  • PRIORという 障害のない診断枠組みを開発しました
  • 構造的に偏ったが意味学的に中立なシナリオのシグナルを使用した.
  • 模擬無人航空機 (UAV) の監視のための抽象的な推論代理としてLLMを使用しました.

主要な成果:

  • 最小限の構造的なシグナルは,一貫して複数のLLMで優先順位の逆転を誘導しました.
キーワード:
UAVの監視認知バイアス推論レベルの脆弱性混乱しないブラックボックスの攻撃優先順位の逆転信頼性の高い自律システム視覚的推論の強度

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  • 根拠と信頼性評価の分析により, 推論された脅威の関連性における体系的な歪みが明らかになった.
  • 対称的な入力では,優先順位の論理の歪みを防ぐことができなかった.
  • 結論:

    • ブラックボックスの推論は脆弱です
    • 評価戦略は,出力の正しさだけでなく,内部優先順位の論理を問い合わせなければなりません.
    • 発見は,現実世界の展開におけるダイナミックな,体現された,視覚的に接地されたエージェントに意味を持っています.