复杂的行为从内在的动机占据未来的行动状态路径空间空间.
Jorge Ramírez-Ruiz1, Dmytro Grytskyy2, Chiara Mastrogiuseppe2
1Center for Brain and Cognition, Departament d'Enginyeria i Escola d'Enginyeria, Universitat Pompeu Fabra, Barcelona, Spain. jorgeerrz@gmail.com.
Nature communications
|July 29, 2024
概括
这项研究提出了一种新的行为理论:代理人旨在最大限度地占用未来的行动状态路径,而不是奖励. 这种"最大占用原则"解释了好奇心和复杂的行为,如跳舞和利他主义,而没有奖励最大化.
科学领域:
- 行为科学是一种行为科学.
- 计算神经科学是一种计算神经科学.
- 强化学习是一种强化学习.
背景情况:
- 传统的行为理论侧重于奖励最大化.
- 动物的行为往往看起来是没有奖励的,是好奇心驱动的.
研究的目的:
- 提出一种基于最大化未来路径占用率的行为新理论.
- 解释内在的动机和复杂的行为没有奖励最大化.
主要方法:
- 引入了最大占用率原则.
- 使用动态路径作为关键度量.
- 开发了分析表达式和一个值代算法.
主要成果:
- 证明了动态路径与附加性是一致的.
- 展示了从路径占用率最大化中出现的复杂行为 (舞蹈,躲藏寻找,利他主义).
- 证明了价值代算法的收.
结论:
- 行为目标来自于内在的动机,以占据未来的行动状态路径.
- 最大占用原则提供了一个统一的框架来理解目标定向和可变性.
- 这一理论为人工和生物剂的内在动机提供了新的视角.
相关概念视频
High-Level and Low-Level Awareness
258
Controlled processes in human consciousness represent high-alert mental states where individuals deliberately focus their attention on achieving specific goals. Controlled processes can be seen in situations like mastering new technology, where a person might become so absorbed that they ignore surrounding distractions. Such processes involve selective attention, requiring one to concentrate on particular elements of experience while disregarding others. These are governed by executive...
258
Motivational Cycle
567
The motivational cycle is a key concept that explains how individuals are motivated to meet their needs. At its core, the cycle revolves around four distinct stages: need, drive, goal-directed behavior, and goal achievement. These stages respond to imbalances in the body or mind, prompting actions that restore balance.
The cycle begins with a need. This need can arise from various conditions, such as hunger, thirst, or temperature changes. For instance, when an individual feels cold, their body...
The cycle begins with a need. This need can arise from various conditions, such as hunger, thirst, or temperature changes. For instance, when an individual feels cold, their body...
567
Self-Discrepancy Theory
18.3K
One influential perspective on what motivates people's behavior is detailed in Tory Higgin's self-discrepancy theory (Higgins, 1987). He proposed that people hold disagreeing internal representations of themselves that lead to different emotional states.
18.3K
Drive-Reduction Theory: Push Theory of Motivation
324
Clark Hull's drive-reduction theory, introduced in the 1940s and 1950s and often termed the "push theory" of motivation, provides a framework for understanding how biological and learned drives influence behavior. Hull suggested that motivation originates from the need to alleviate physiological tension caused by unmet biological necessities. The theory proposes that when a basic need, such as hunger or sleep, goes unfulfilled, it creates an internal imbalance. This imbalance, or...
324
Attribution Theory
12.9K
Behavior is a product of both the situation (e.g., cultural influences, social roles, and the presence of bystanders) and of the person (e.g., personality characteristics). Subfields of psychology tend to focus on one influence or behavior over others. Situationism is the view that our behavior and actions are determined by our immediate environment and surroundings. In contrast, dispositionism holds that our behavior is determined by internal factors (Heider, 1958).
12.9K
Cognitive Learning
237
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...
237


