竞争下学习的进化后果 在竞争下学习的进化后果
John M McNamara1, Sasha R X Dall2, Alasdair I Houston3
1School of Mathematics, University of Bristol , Bristol BS8 1UG, UK.
Proceedings. Biological sciences
|August 7, 2024
概括
在社会竞争中的动物学习可以推动进化多样化. 强化学习中的偏见进化,导致破坏性选择和潜在的新遗传特征和能力.
科学领域:
- 进化生物学是进化的生物学.
- 行为生态学 行为生态学
- 游戏理论的游戏理论.
背景情况:
- 学习是一种广泛的动物行为,对个体适应和种群变异至关重要.
- 社会学习在推动进化变化的作用仍然不太清楚.
- 游戏理论模型,如生产者-贪者和-,用于研究社会互动.
研究的目的:
- 研究社会环境中的强化学习如何影响进化多样化.
- 模拟资源竞争期间行动估值中偏见的演变.
- 探索学习对能力演变的影响.
主要方法:
- 在小组中开发了资源竞争的游戏理论模型.
- 嵌入强化学习机制来控制动物的行为.
- 分析了主观估值偏差的演变及其对健康的影响.
主要成果:
- 行为主观评价中的偏见很容易通过强化学习演变.
- 这些偏见可能导致学习规则的破坏性选择,可能导致遗传多态性.
- 学习还可以驱动对执行任务的能力的破坏性选择.
结论:
- 在社会背景下强化学习可以成为进化多样化的重要驱动力.
- 社会学习动态可以促进人口中新特征和能力的演变.
- 这项研究强调了学习,社会行为和进化过程之间的相互作用.
相关概念视频
Competition
21.5K
When organisms require the same limited resources within an environment, they may have to compete for them. Competition is a net-negative interaction. Even if two competing individuals or populations do not interact directly, the overall fitness of both competitors is lowered as a result of not having full access to the limited resource.
21.5K
Evolutionary Psychology
257
Evolutionary psychology explores the origins of human behavior and mental processes by framing them within the context of natural selection, a theory famously propounded by Charles Darwin. This field asserts that many behaviors common across human societies — ranging from instinctive fear reactions to complex social interactions — arose as evolutionary adaptations. These adaptations enhanced the survival and reproductive success of our ancestors, thereby becoming embedded in the...
257
Criticisms of the Evolutionary Perspective
92
In a study where individuals posing as strangers offered compliments and proposed casual sex to students, the responses differed significantly based on gender. Not a single woman accepted the proposal, while 70% of the men agreed. This outcome provides a useful scenario to explore through the lens of evolutionary psychology and social learning theory, highlighting the diverse perspectives on human sexual behaviors.
Evolutionary psychology provides one explanation for these findings, suggesting...
Evolutionary psychology provides one explanation for these findings, suggesting...
92
What is Natural Selection?
115.0K
Natural selection is an evolutionary process in which individuals with survival-promoting traits reproduce at higher rates. These favorable traits become more common within a population or species. Naturally selected traits initially arise via random genetic mutations. In order for selection to occur, there must be variation within a population, the trait controlling the variation must be heritable, and there must be an evolutionary advantage for variation in the trait.
115.0K
Limits to Natural Selection
31.2K
Organisms that are well-adapted to their environment are more likely to survive and reproduce. However, natural selection does not lead to perfectly adapted organisms. Several factors constrain natural selection.
31.2K
Avoidance Learning and Learned Helplessness
1.7K
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...
1.7K


