Active inference, selective attention, and the cocktail party problem.

ABSTRACT: In this paper, we introduce a new generative model for an active inference account of preparatory and selective attention, in the context of a classic 'cocktail party' paradigm. In this setup, pairs of words are presented simultaneously to the left and right ears and an instructive spatial cue directs attention to the left or right. We use this generative model to test competing hypotheses about the way that human listeners direct preparatory and selective attention. We show that assigning low precision to words at attended-relative to unattended-locations can explain why a listener reports words from a competing sentence. Under this model, temporal changes in sensory precision were not needed to account for faster reaction times with longer cue-target intervals, but were necessary to expl

SUBMITTER: Holmes E 

PROVIDER: S-EPMC8643962 | biostudies-literature | 2021 Dec

REPOSITORIES: biostudies-literature