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Foundations, Volume 5, Issue 4

2025 December - 6 articles

Cover Story: Perceptual Control Theory (PCT) and the Free Energy Principle (FEP) are two foundational, principle-based frameworks originally developed to explain brain function and the behavior of living systems more broadly. In this article, we provide the first systematic full stack comparison of the philosophy, mathematics, and modeling methodology behind PCT and FEP concretely in the context of bacterial chemotaxis. With these foundations in place, we use tools from category theory to argue that PCT can be formally understood as a subset of the FEP framework; however, we note that the mathematical machinery unique to FEP is not required to successfully model bacterial chemotaxis. Finally, we conclude with a proposal for a mathematical synthesis where each framework plays an orthogonal yet complementary role. View this paper
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Articles (6)

  • Article
  • Open Access
3 Citations
1,680 Views
21 Pages

In this paper, we investigate a new class of nonlinear fractional boundary value problems (BVPs) involving (k,ψ)-Caputo fractional derivative operators subject to multipoint closed boundary conditions. Such a formulation of boundary data generali...

(This article belongs to the Section Mathematical Sciences)
  • Article
  • Open Access
1 Citations
1,028 Views
21 Pages

The root mean square deviation (RMSD) is a widely used item fit statistic in item response models. However, the sample RMSD is known to exhibit positive bias in small samples. To address this, seven alternative bias-corrected RMSD estimators are prop...

(This article belongs to the Section Mathematical Sciences)
  • Article
  • Open Access
1 Citations
3,001 Views
31 Pages

Perceptual Control Theory (PCT) and the Free Energy Principle (FEP) are two foundational, principle-based frameworks originally developed to explain brain function. However, since their initial proposals, both frameworks have been generalized to acco...

(This article belongs to the Section Mathematical Sciences)
  • Article
  • Open Access
2,009 Views
14 Pages

A probabilistic version of geometry is introduced. The fifth postulate of Euclid (Playfair’s axiom) is adopted in the following probabilistic form: consider a line and a point not on the line—there is exactly one line through the point wi...

(This article belongs to the Section Mathematical Sciences)
  • Article
  • Open Access
1,708 Views
7 Pages

On Relative Stability for Strongly Mixing Sequences

  • Adam Jakubowski and
  • Zbigniew Stanisław Szewczak

We consider a class of strongly mixing sequences with infinite second moment. This class contains important GARCH processes that are applied in econometrics. We show the relative stability for such processes and construct a counterexample. We apply t...

(This article belongs to the Section Mathematical Sciences)
  • Hypothesis
  • Open Access
2,193 Views
14 Pages

From Magnetic Field Seeds to Planetary and Galactic Magnetism

  • Angelo De Santis,
  • Roberto Dini and
  • Gianfranco Cianchini

This study investigates the origin and amplification of magnetic fields in planets and galaxies, emphasizing the foundational role of a seed magnetic field (SMF) in enabling dynamo processes. We propose a universal mechanism whereby an SMF arises nat...

(This article belongs to the Section Physical Sciences)
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Foundations - ISSN 2673-9321