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Daniel Polani

2 papers indexed

arxivcs.LGcs.AI2026-07-20

Generalised Bellman recurrence and three dualities in sequential decision-making

Fernando E. Rosas, David Hyland, Daniel Polani

What gives the Bellman equation its form? We show that the recursive properties of optimal value functions follow from three conditions: that the dynamics decomposes through sufficient statistics, that the return decomposes recursively, and that the aggregation of uncertainty is…

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arxivcs.NEq-bio.PE2026-07-03

Life as Plasmas: Autonomy and Interactivism in-materio

Nicolás Hinrichs, Mahault Albarracin, Felipe Engelberger, Leonardo Christov-Moore, Daniel Polani

When is a material system a candidate for life at all? We argue that this question is prior to behavior, functional architecture, or computational capacity, and that at root it is one of physical admissibility. We develop a framework in which minimal autonomy, taken in the intera…

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