学习的神经计算基础,当选择同时影响自己和他人时
Shawn A Rhoads1,2,3,4,5, Lin Gan6, Kathryn Berluti6
1Department of Psychiatry, Icahn School of Medicine at Mount Sinai, New York, NY, USA. shawn.rhoads@mssm.edu.
Nature communications
|October 22, 2025
概括
人们通过整合自我和其他结果从社会选择中学习,而不是通过模拟他人的价值观. 这种综合价值框架指导着未来的社会行为.
科学领域:
- 神经科学是一个神经科学.
- 认知科学 认知科学
- 社会心理学 社会心理学
背景情况:
- 亲社会和反社会行为影响自我和他人,需要从联合结果中进行社会学习.
- 基于多结果场景的社会学习背后的神经计算机制尚未得到充分理解.
研究的目的:
- 调查支持从选择中进行社会学习的神经计算过程,以共同的自我和其他结果.
- 确定社会学习是否依赖于模拟他人的估值或整合自我和其他相关信息.
主要方法:
- 三项预先注册的研究涉及参与者学习对自己和其他人的选择结果.
- 计算建模来测试模拟与社会学习的综合价值框架.
- 分析与价值更新和社会决策相关的大脑区域.
主要成果:
- 社会学习的特点是综合价值框架,而不是模拟方法.
- 个人更新选择值使用不同的预测错误对自我和他人,以及对积极和消极的结果.
- 不对称值更新在神经上表现在包括腹状条纹体,前带皮质,胰岛和杏仁体在内的区域.
结论:
- 对自我和其他相关信息的独特编码指导着未来的社会行为.
- 综合价值框架解释了跨多种社会场景的学习,包括有益的,昂贵的,利他主义的和有害的.
- 神经计算过程涉及基于自我/他人和结果价值的预测错误的不对称值更新.
相关概念视频
Cognitive Learning
1.0K
Cognitive learning is based on purposive behavior, incidental learning, and insight learning.
E. C. Tolman's theory of purposive behavior emphasizes that much behavior is goal-directed. He argued that to understand behavior, we must look at the entire sequence of actions leading to a goal. For instance, high school students study hard, not just due to past reinforcement but also to achieve the goal of getting into a good college.
Tolman introduced the idea that behavior is influenced by...
E. C. Tolman's theory of purposive behavior emphasizes that much behavior is goal-directed. He argued that to understand behavior, we must look at the entire sequence of actions leading to a goal. For instance, high school students study hard, not just due to past reinforcement but also to achieve the goal of getting into a good college.
Tolman introduced the idea that behavior is influenced by...
1.0K
Decision Making
884
Decision-making is a fundamental cognitive process that involves evaluating alternatives and selecting among them. This process can range from simple choices, such as deciding what to wear, to complex decisions, like choosing a major in college or a career path. The complexity of the decision often dictates the approach we use, which can be broadly categorized into two types: automatic and controlled decision-making.
Automatic decision-making is fast, intuitive, and relies on gut feelings...
Automatic decision-making is fast, intuitive, and relies on gut feelings...
884
Social Cognitive Perspective on Personality
968
Social cognitive perspectives on personality emphasize the importance of conscious awareness, beliefs, expectations, and goals in shaping behavior. These perspectives incorporate behaviorist principles, such as learning through reinforcement and conditioning, but extend beyond them by highlighting human reasoning and planning. Unlike traditional behaviorist views, social cognitive theory focuses on how individuals reflect on their past experiences and plan for future outcomes by considering...
968
Purposive Learning
438
E. C. Tolman emphasized the purposiveness of behavior — the idea that much of our behavior is goal-directed. For instance, employees who aim for a promotion work diligently to meet their targets. Tolman argued that when classical conditioning and operant conditioning occur, the organism acquires certain expectations. In classical conditioning, a child might fear a dog because they expect it to bite. In operant conditioning, a person might consistently work overtime because they expect a...
438
Avoidance Learning and Learned Helplessness
2.5K
Avoidance learning and learned helplessness are critical concepts in understanding behavioral responses to negative stimuli.
Avoidance learning occurs when an organism learns that a specific behavior can prevent an unpleasant outcome. For example, a student who receives a bad grade may start studying harder to avoid future poor grades. This behavior persists even when the negative outcome is no longer present. Avoidance learning is powerful because it maintains behavior in the absence of the...
Avoidance learning occurs when an organism learns that a specific behavior can prevent an unpleasant outcome. For example, a student who receives a bad grade may start studying harder to avoid future poor grades. This behavior persists even when the negative outcome is no longer present. Avoidance learning is powerful because it maintains behavior in the absence of the...
2.5K
Observational Learning
824
Albert Bandura's observational learning, also known as imitation or modeling, occurs when a person observes and imitates another's behavior. It is a quicker process than operant conditioning. A well-known example is the Bobo doll study, where children who saw an adult acting aggressively towards the doll were more likely to act aggressively when left alone, compared to those who observed a nonaggressive adult. Many psychologists view observational learning as a form of latent learning...
824


