论文标题

在压力下如何构建更高的目标和崩溃:等级贝叶斯控制系统的观点

How higher goals are constructed and collapse under stress: a hierarchical Bayesian control systems perspective

论文作者

Goekoop, Rutger, de Kleijn, Roy

论文摘要

在本文中,我们表明可以将有机体建模为具有小世界和信息瓶颈(Bow-tie)网络结构的等级贝叶斯控制系统。这样的系统将层次感知与层次目标设定和分层动作控制相结合。我们认为,等级贝叶斯控制系统产生了目标状态的深层层次结构,从而遵循生物必须具有某种形式的“最高目标”。对于所有生物,这些都涉及内部(自我)模型,外部(社会)模型和总体(规范)模型。我们表明,目标层次结构倾向于在严重和延长的压力下以自上而下的方式分解。这会产生有利于长期,社会和/或规范目标的短期和自我指南目标的行为。目标层次结构的崩溃普遍伴随着控制系统中的熵(障碍)的增加,这可以作为临界点(有机体疾病或死亡)的预警信号。在人类中,学习目标层次结构对应于人格发展(成熟)。目标层次结构的失败适当地对应于人格缺陷。在压力下,这种等级制度的自上而下的崩溃被确定为各种形式的情节性精神障碍(心理病理学)的共同因素。本文结束了通过经验来讨论这些假设的方法。

In this paper, we show that organisms can be modeled as hierarchical Bayesian control systems with small world and information bottleneck (bow-tie) network structure. Such systems combine hierarchical perception with hierarchical goal setting and hierarchical action control. We argue that hierarchical Bayesian control systems produce deep hierarchies of goal states, from which it follows that organisms must have some form of 'highest goals'. For all organisms, these involve internal (self) models, external (social) models and overarching (normative) models. We show that goal hierarchies tend to decompose in a top-down manner under severe and prolonged levels of stress. This produces behavior that favors short-term and self-referential goals over long term, social and/or normative goals. The collapse of goal hierarchies is universally accompanied by an increase in entropy (disorder) in control systems that can serve as an early warning sign for tipping points (disease or death of the organism). In humans, learning goal hierarchies corresponds to personality development (maturation). The failure of goal hierarchies to mature properly corresponds to personality deficits. A top-down collapse of such hierarchies under stress is identified as a common factor in all forms of episodic mental disorders (psychopathology). The paper concludes by discussing ways of testing these hypotheses empirically.

扫码加入交流群

加入微信交流群

微信交流群二维码

扫码加入学术交流群,获取更多资源