社会概念简化复杂的强化学习学习
Leor M Hackel1, David A Kalkstein2
1Department of Psychology, University of Southern California.
Psychological science
|July 20, 2023
概括
熟悉的社会概念简化了复杂的奖励学习. 人们很容易在社会角色中概括有价值的经验,通过简单的策略表现出认知轻松.
科学领域:
- 认知心理学 认知心理学
- 社会的认知社会认知.
- 神经科学是一个神经科学.
背景情况:
- 人类经常将有益的经验在不同的社会角色中概括.
- 现有的奖励学习理论提出了认知要求高的基于模型的学习来进行概括.
- 人们在社会角色之间很容易概括,这表明了替代机制.
研究的目的:
- 研究熟悉的社会概念如何促进奖励学习的概括.
- 要确定抽象的社会角色是否与奖励直接相关,绕过复杂的学习.
- 探索社会专业知识在复杂环境中的认知轻松性中的作用.
主要方法:
- 与美国成年人进行了四项在线实验 (N = 577).
- 测量了参与者的概括模式和跨抽象社会角色的学习速度.
- 这项研究检查了奖励与独立于任务结构的角色的关联.
主要成果:
- 熟悉的社会概念显著地促进了复杂的学习,增加了概括和速度.
- 有证据表明,人们直接将奖励与抽象的社会角色联系在一起.
- 即使角色与任务固有的结构无关,一般化也发生了.
结论:
- 熟悉的概念使复杂的行为能够从更简单的认知策略中出现.
- 社会互动是理解复杂环境中的认知轻松性的关键模型.
- 这项研究强调了社会认知和高效奖励学习之间的相互作用.
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