Evidence map›Paper›PMID 39851710›Full record

ArticleEntropy (Basel, Switzerland)2025

Structured Dynamics in the Algorithmic Agent.

Giulio Ruffini, Francesca Castaldo, Jakub Vohryzek

Abstract read
In one paragraph

Article in Entropy (Basel, Switzerland), 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 6 papers.

0numbers the graph read from it
0cells of the map it votes in
6citing papers in PubMed
–field-weighted citation impact
1 · What the graph read from it

What it found

Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.

The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.

2 · The registry

The trial behind it

Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.

Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.

3 · Its place in the literature

Who cites it

6 citing papers in PubMed.

  1. The Algorithmic Regulator.Entropy (Basel, Switzerland) · 2026
    Article
  2. Article
  3. Designing Neural Dynamics: From Digital Twin Modeling to Regeneration.International journal of molecular sciences · 2025
    Review
  4. Cortical dynamics of neural-connectivity fields.Journal of computational neuroscience · 2025
    Article
  5. Article
  6. Article
4 · The record

Corrections and comments

PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.

5 · Who and what money

Authors and funding

3 authors.

Giulio RuffiniBrain Modeling Department, Neuroelectrics, 08035 Barcelona, Spain.ORCID 0000-0003-3084-0177
Francesca CastaldoBrain Modeling Department, Neuroelectrics, 08035 Barcelona, Spain.ORCID 0000-0002-4947-4552
Jakub VohryzekComputational Neuroscience Group, Universitat Pompeu Fabra, 08005 Barcelona, Spain.ORCID 0000-0003-0994-5054

Funding

European Commission 101017716
6 · The paper itself

Abstract

In the Kolmogorov Theory of Consciousness, algorithmic agents utilize inferred compressive models to track coarse-grained data produced by simplified world models, capturing regularities that structure subjective experience and guide action planning. Here, we study the dynamical aspects of this framework by examining how the requirement of tracking natural data drives the structural and dynamical properties of the agent. We first formalize the notion of a

Indexed as

AIalgorithmic information theory (AIT)computational neuroscienceconservation lawscontrol theorygroupsKolmogorov theoryLie groups and pseudogroupsmanifold hypothesisneural networksneurophenomenologysymmetry

Identifiers

PMID39851710
PMCPMC11765005

What OpenQuestion holds

Textmetadata
LicenceCC BY
Read underepoch 390

Registered trials

None linked

Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.