Tootfinder

Resilience and adaptability in self-evidencing systems
Mahault Albarracin, Dalton A R Sakthivadivel
https://arxiv.org/abs/2506.06897 https://

Resilience and adaptability in self-evidencing systems
In this paper we will articulate a view of resilience under the free energy principle and vice versa. The free energy principle is about existence and identity, and resilience is the condition under which things exist at all. In previous work this has been investigated as modelling resilience using the free energy principle. We will extend that work by making the case that self-organisation under the free energy principle is about resilience, in the sense that identity is a constant process of …

Solving Inverse Problems in Stochastic Self-Organising Systems through Invariant Representations
Elias Najarro, Nicolas Bessone, Sebastian Risi
https://arxiv.org/abs/2506.11796

Solving Inverse Problems in Stochastic Self-Organising Systems through Invariant Representations
Self-organising systems demonstrate how simple local rules can generate complex stochastic patterns. Many natural systems rely on such dynamics, making self-organisation central to understanding natural complexity. A fundamental challenge in modelling such systems is solving the inverse problem: finding the unknown causal parameters from macroscopic observations. This task becomes particularly difficult when observations have a strong stochastic component, yielding diverse yet equivalent patter…