We extend our earlier work on the compositional structure of cybernetic systems in order to account for the embodiment of such systems. All their interactions proceed through their bodies' boundaries: sensations impinge on their surfaces, and actions correspond to changes in their configurations. We formalize this morphological perspective using polynomial functors. The 'internal universes' of systems are shown to constitute an indexed category of statistical games over polynomials; their dynamics form an indexed category of behaviours. We characterize 'active inference doctrines' as indexed functors between such categories, resolving a number of open problems in our earlier work, and pointing to a formalization of the 'free energy principle' as adjoint to such doctrines. We illustrate our framework through fundamental examples from biology, including homeostasis, morphogenesis, and autopoiesis, and suggest a formal connection between spatial navigation and the process of proof.
翻译:我们扩展了我们早先关于电子计算机系统构成结构的工作,以说明这些系统的体现。他们的所有互动都通过他们的身体的边界进行:冲击他们的表面的感觉和与其配置变化相对应的行动。我们使用多元式随身携带者将这种形态学观点正式化。“内部宇宙”的系统显示构成一个指数化的统计游戏类别,超越多元性;它们的动态构成一种指数化的行为类别。我们把“主动推断理论”定性为这些类别之间的指数化辅助剂,解决了我们早先工作中的一些公开问题,并指出“自由能源原则”正式化为与这些理论的连结。我们通过生物学的基本例子,包括自制、摩擦产生和自导实验,来说明我们的框架,并表明空间导航与证据过程之间的正式联系。