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相关概念视频

Robbers Cave04:49

Robbers Cave

14.3K
During the 1950s, the landmark Robbers Cave experiment demonstrated that when groups must compete with one another, intergroup conflict, hostility, and even violence may result. At the Oklahoman summer camp, two troops of boys—termed the Rattlers and the Eagles—took part in a week-long tournament. During this time, their negativity culminated in derogatory name-calling, fistfights, and even vandalism and destruction of property. However, this work also revealed that such tension...
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Aggression01:47

Aggression

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Humans engage in aggression when they seek to cause harm or pain to another person. Aggression takes two forms depending on one’s motives: hostile or instrumental. Hostile aggression is motivated by feelings of anger with intent to cause pain; a fight in a bar with a stranger is an example of hostile aggression. In contrast, instrumental aggression is motivated by achieving a goal and does not necessarily involve intent to cause pain (Berkowitz, 1993); a contract killer who murders for...
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Modeling in Therapy01:26

Modeling in Therapy

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Modeling, a key technique in therapy, uses observational learning to help clients acquire and practice new skills by watching therapists demonstrate desired behaviors. This approach, rooted in Albert Bandura's concept of vicarious learning, plays a significant role in therapeutic interventions for various psychological conditions, including social anxiety, ADHD, and depression.
Participant Modeling
Participant modeling involves therapists demonstrating calm and effective behaviors in...
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Agonism and Antagonism: Quantification01:14

Agonism and Antagonism: Quantification

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When drugs are administered, they can elicit either an agonist or antagonist effect on the body. Agonism occurs when a drug activates a specific receptor, triggering a biological response. On the other hand, antagonism happens when a drug binds to the same receptors but blocks their activation, thereby preventing a biological response.
To quantify these effects, researchers use a dose-response curve, which provides valuable information about the potency and efficacy of a drug. Potency refers to...
339
The Stanford Prison Experiment03:20

The Stanford Prison Experiment

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The famous and controversial Stanford Prison Experiment, conducted by social psychologist Philip Zimbardo and his colleagues at Stanford University, demonstrated the power of social roles, social norms, and scripts.
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Behavior Therapy01:22

Behavior Therapy

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Behavior therapy incorporates diverse techniques rooted in classical conditioning principles to address maladaptive behaviors and anxiety disorders. These methods aim to reduce avoidance behaviors, foster adaptive coping mechanisms, and alter associations between stimuli and responses, making them effective in a wide range of therapeutic contexts.
Exposure therapy is a cornerstone of behavioral treatment for anxiety disorders. It involves systematic exposure to feared stimuli, either in real...
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相关实验视频

Updated: Jun 19, 2025

Setup and Execution Of the Blindfolded Code Training Exercise
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与反对手进行对手训练.

Xiaoling Zhou, Ou Wu, Nan Yang

    IEEE transactions on pattern analysis and machine intelligence
    |July 24, 2024
    PubMed
    概括

    这项研究引入了一种新的对抗性训练方法,该方法结合了具有不同边界的对抗性和反对抗性扰动. 这种方法提高了与标准对抗训练相比,深度学习模型的公平性,稳定性和概括性.

    科学领域:

    • 人工智能的人工智能
    • 机器学习 机器学习
    • 深度学习 (Deep Learning) 是一种深度学习.

    背景情况:

    • 反对训练提高了深层神经网络的稳定性,但在公平性,概括性和稳定性方面面临挑战.
    • 现有的方法经常使用统一的扰动方向和边界,限制了它们的有效性.

    研究的目的:

    • 从理论和实践上研究各种扰动方向 (对抗和反对抗) 和边界对模型性能的影响.
    • 开发一个更一般的对抗性培训框架,解决公平性,稳定性和概括性的权衡问题.

    主要方法:

    • 理论分析的对抗训练在一个普遍的扰动范围,每个样本的不同方向和边界.
    • 引入一个新的学习目标,将对手和反对手结合起来,并设置特定样本的界限.
    • 开发基于元学习和强化学习的框架,以动态确定扰动策略.
    • 从正规化角度解释各种边界策略.

    主要成果:

    • 理论见解表明,结合各种对抗性和反对抗性扰动可以提高公平性和稳定性-准确性-公平性权衡.
    • 拟议的框架有效地确定样本特定的扰动方向和边界.
    • 广泛的实验证实了理论发现和在各种场景中提出的方法的有效性.

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    结论:

    • 提出的对抗性训练方法具有不同的扰动方向和边界,在公平性,稳定性和概括性方面提供了显著的改进.
    • 这一通用框架为培养强大和公平的深度学习模型提供了更有效的策略.