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Integration of Sense and Control for Uncertain Systems Based on Delayed Feedback Active Inference. [PDF]
Ji M +5 more
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The Physics and Metaphysics of Social Powers: Bridging Cognitive Processing and Social Dynamics, a New Perspective on Power Through Active Inference. [PDF]
Albarracin M, de Jager S, Hyland D.
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Learning and embodied decisions in active inference
Priorelli M, Stoianov IP, Pezzulo G.
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Active inference and learning [PDF]
This paper offers an active inference account of choice behaviour and learning. It focuses on the distinction between goal-directed and habitual behaviour and how they contextualise each other. We show that habits emerge naturally (and autodidactically) from sequential policy optimisation when agents are equipped with state-action policies.
Giovanni Pezzulo +2 more
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Active inference, communication and hermeneutics
Hermeneutics refers to interpretation and translation of text (typically ancient scriptures) but also applies to verbal and non-verbal communication. In a psychological setting it nicely frames the problem of inferring the intended content of a communication.
Karl Friston, Chris Frith
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To be or not to be: The active inference of suicide
Neuroscience & Biobehavioral ReviewsSuicide presents an apparent paradox as a behavior whose motivation is not obvious since its outcome is non-existence and cannot be experienced. To address this paradox, we propose to frame suicide in the integrated theory of stress and active inference.
Valery, Krupnik, Nadia, Danilova
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Associative Learning and Active Inference
Neural ComputationAbstract Associative learning is a behavioral phenomenon in which individuals develop connections between stimuli or events based on their co-occurrence. Initially studied by Pavlov in his conditioning experiments, the fundamental principles of learning have been expanded on through the discovery of a wide range of learning phenomena ...
Petr Anokhin +3 more
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What Type of Inference is Active Inference?
Active inference casts decision-making as inference, with the Expected Free Energy (EFE) unifying goal-directed and information-seeking behavior. Recent work showed that EFE minimization can be written as Variational Free Energy (VFE) minimization on a generative model augmented with epistemic priors. We prove that the VFE of the augmented model can beNuijten, Wouter W. L. +3 more
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Meta-learning in active inference
Behavioral and Brain SciencesAbstract Binz et al. propose meta-learning as a promising avenue for modelling human cognition. They provide an in-depth reflection on the advantages of meta-learning over other computational models of cognition, including a sound discussion on how their proposal can accommodate neuroscientific insights.
O. Penacchio, A. Clemente
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