多项式寿命:自适应系统的结构

T. S. C. Smithe
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引用次数: 1

摘要

我们扩展了我们早期在控制论系统的组成结构上的工作,以便解释这种系统的体现。它们所有的相互作用都是通过身体的边界进行的:感觉撞击它们的表面,而行动则与它们的结构变化相对应。我们使用多项式函子形式化这个形态学视角。系统的“内部宇宙”被证明构成了多项式上的统计博弈的索引类别;它们的动态形成了一个索引的行为类别。我们将“主动推理理论”描述为这些类别之间的索引函子,解决了我们早期工作中的一些开放问题,并指出了与这些理论相伴随的“自由能原理”的形式化。我们通过生物学的基本例子来说明我们的框架,包括体内平衡、形态发生和自创生,并提出空间导航和证明过程之间的正式联系。
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Polynomial Life: the Structure of Adaptive Systems
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.
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Canonical Gradings of Monads Proceedings Fifth International Conference on Applied Category Theory, ACT 2022, Glasgow, United Kingdom, 18-22 July 2022 Polynomial Life: the Structure of Adaptive Systems Grounding Game Semantics in Categorical Algebra Jacobians and Gradients for Cartesian Differential Categories
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