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Active Inference and Abduction

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TLDR
In this article, a cognitive-biological model of abduction is proposed, which preserves the functional integrity of an organism and fulfils the existential imperative for living beings' evidence of existence.
Abstract
The background target of the research going into the present article is to forge an intellectual alliance between, on the one hand, active inference and the free-energy principle (FEP), and on the other, Charles S. Peirce’s theory of semiotics and pragmatism. In the present paper, the focus is on the allegiance between the nomenclatures of active and abductive inferences as the proper place to begin reaching at that wider target. The paper outlines the key conceptual elements involved in a naturalistic rendering of Peirce’s late semiotic and logical notion of abductive reasoning. The target is a cognitive-biological model of abduction which preserves the functional integrity of an organism and fulfils the existential imperative for living beings’ evidence of existence. Such a model is an adaptation of Peirce’s late logical schema of abduction proposed in his largely unpublished works during the early 20th century. The proposed model is argued to be a feasible sketch also of recent breakthroughs in computational (sensu Bayesian) cognitive science.

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Citations
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Journal ArticleDOI

Epistemic Communities under Active Inference

TL;DR: In this article , the authors leverage the active inference framework to provide an in-silico model of confirmation bias and its effect on echo-chamber formation, where agents tend to sample information in order to justify their own view of reality, which eventually leads to them having a high degree of certainty about their own beliefs.
Journal ArticleDOI

Aligning the free-energy principle with Peirce’s logic of science and economy of research

TL;DR: In this paper, the authors propose a way to naturalise Charles S. Peirce's conception of the scientific method, which he specified in terms of abduction, deduction and induction.
Journal ArticleDOI

Inflating the social aspects of cognitive structural realism

TL;DR: Beni et al. as mentioned in this paper argued that cognitive structures do not need to be put inside the brains of single individuals, and defined cognitive structures as extended structures in distributed cognitive systems under Free Energy Principle.
References
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Journal ArticleDOI

The free-energy principle: a unified brain theory?

TL;DR: This Review looks at some key brain theories in the biological and physical sciences from the free-energy perspective, suggesting that several global brain theories might be unified within a free- energy framework.
Book

The essential Peirce : selected philosophical writings

TL;DR: The reader's edition of as discussed by the authors provides a comprehensive presentation of Peirce's mature philosophy and is required reading for students who want to appreciate the breadth of learning and wisdom of America's greatest pragmatist.
Book

The Predictive Mind

TL;DR: In this paper, the authors discuss the role of the mind in prediction in human beings' ability to reason about the world and their ability to predict the future, including the ability of the human mind to make predictions.
Journal ArticleDOI

A free energy principle for the brain.

TL;DR: This paper looks at the models entailed by the brain and how minimisation of its free energy can explain its dynamics and structure and assumes that the system's state and structure encode an implicit and probabilistic model of the environment.
Journal ArticleDOI

Active inference and epistemic value

TL;DR: A formal treatment of choice behavior based on the premise that agents minimize the expected free energy of future outcomes and ad hoc softmax parameters become the expected (Bayes-optimal) precision of beliefs about, or confidence in, policies.
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