Litcius/Paper detail

Awareness as inference in a higher-order state space

Stephen M. Fleming

2020Neuroscience of Consciousness19 citationsDOIOpen Access PDF

Abstract

'. The decision processes that support these reports about mental contents remain poorly understood. In this article, I propose a computational framework that characterizes awareness reports as metacognitive decisions (inference) about a generative model of perceptual content. This account is motivated from the perspective of how flexible hierarchical state spaces are built during learning and decision-making. Internal states supporting awareness reports, unlike those covarying with perceptual contents, are simple and abstract, varying along a 1D continuum from absent to present. A critical feature of this architecture is that it is both higher-order and asymmetric: a vast number of perceptual states is nested under 'present', but a much smaller number of possible states nested under 'absent'. Via simulations, I show that this asymmetry provides a natural account of observations of 'global ignition' in brain imaging studies of awareness reports.

Topics & Concepts

InferencePerceptionMetacognitionPerspective (graphical)Cognitive psychologyComputer scienceGenerative modelSpace (punctuation)Cognitive sciencePsychologyGenerative grammarArtificial intelligenceCognitionNeuroscienceOperating systemNeural dynamics and brain functionFunctional Brain Connectivity StudiesCognitive Science and Education Research