Evidence map›Paper›PMID 38667857›Full record

ArticleEntropy (Basel, Switzerland)2024

Shared Protentions in Multi-Agent Active Inference.

Mahault Albarracin, Riddhi J Pitliya, Toby St Clere Smithe, Daniel Ari Friedman, Karl Friston, Maxwell J D Ramstead

Abstract read
In one paragraph

Article in Entropy (Basel, Switzerland), 2024. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 5 papers.

0numbers the graph read from it
0cells of the map it votes in
5citing 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

5 citing papers in PubMed.

  1. Article
  2. Review
  3. Five Fristonian Formulae.Entropy (Basel, Switzerland) · 2025
    Article
  4. Article
  5. 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

6 authors.

Mahault AlbarracinVERSES Research Lab and Spatial Web Foundation, Los Angeles, CA 90016, USA.ORCID 0000-0003-0916-4645
Riddhi J PitliyaVERSES Research Lab and Spatial Web Foundation, Los Angeles, CA 90016, USA.ORCID 0000-0002-4682-9573
Toby St Clere SmitheVERSES Research Lab and Spatial Web Foundation, Los Angeles, CA 90016, USA.ORCID 0000-0002-8317-8722
Daniel Ari FriedmanActive Inference Institute, Davis, CA 95616, USA.ORCID 0000-0001-6232-9096
Karl FristonVERSES Research Lab and Spatial Web Foundation, Los Angeles, CA 90016, USA.ORCID 0000-0001-7984-8909
Maxwell J D RamsteadVERSES Research Lab and Spatial Web Foundation, Los Angeles, CA 90016, USA.

Funding

Wellcome Trust
6 · The paper itself

Abstract

In this paper, we unite concepts from Husserlian phenomenology, the active inference framework in theoretical biology, and category theory in mathematics to develop a comprehensive framework for understanding social action premised on shared goals. We begin with an overview of Husserlian phenomenology, focusing on aspects of inner time-consciousness, namely, retention, primal impression, and protention. We then review active inference as a formal approach to modeling agent behavior based on variational (approximate Bayesian) inference. Expanding upon Husserl's model of time consciousness, we consider collective goal-directed behavior, emphasizing shared protentions among agents and their connection to the shared generative models of active inference. This integrated framework aims to formalize shared goals in terms of shared protentions, and thereby shed light on the emergence of group intentionality. Building on this foundation, we incorporate mathematical tools from category theory, in particular, sheaf and topos theory, to furnish a mathematical image of individual and group interactions within a stochastic environment. Specifically, we employ morphisms between polynomial representations of individual agent models, allowing predictions not only of their own behaviors but also those of other agents and environmental responses. Sheaf and topos theory facilitates the construction of coherent agent worldviews and provides a way of representing consensus or shared understanding. We explore the emergence of shared protentions, bridging the phenomenology of temporal structure, multi-agent active inference systems, and category theory. Shared protentions are highlighted as pivotal for coordination and achieving common objectives. We conclude by acknowledging the intricacies stemming from stochastic systems and uncertainties in realizing shared goals.

Indexed as

active inferencecategory theorymulti-agentphenomenology

Identifiers

PMID38667857
PMCPMC11049075

What OpenQuestion holds

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LicenceCC BY
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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.