Abstract

With practice, humans improve their performance in a task by either optimizing a known strategy or discovering a novel, potentially more fruitful strategy. We investigated the neural processes underlying these two fundamental abilities by applying fMRI in a task with two possible alternative strategies. For analysis we combined time-resolved network analysis with Coherence Density Peak Clustering (Allegra et al., 2017), univariate GLM, and multivariate pattern classification. Converging evidence showed that the posterior portion of the default network, i.e. the precuneus and the angular gyrus bilaterally, has a central role in the optimization of the current strategy. These regions encoded the relevant spatial information, increased the strength of local connectivity as well as the long-distance connectivity with other relevant regions in the brain (e.g., visual cortex, dorsal attention network). The connectivity increase was proportional to performance optimization. By contrast, the anterior portion of the default network (i.e. medial prefrontal cortex) and the rostral portion of the fronto-parietal network were associated with new strategy discovery: an early increase of local and long-range connectivity centered on these regions was only observed in the subjects who would later shift to a new strategy. Overall, our findings shed light on the dynamic interactions between regions related to attention and with cognitive control, underlying the balance between strategy exploration and exploitation. Results suggest that the default network, far from being “shut-down” during task performance, has a pivotal role in the background exploration and monitoring of potential alternative courses of action.

Highlights

  • With practice, humans improve their performance in a task by either optimizing a known strategy or discovering a novel, potentially more fruitful strategy

  • We investigate the modulation of functional coupling occurring during task optimization, instructed strategy shifts and the spontaneous discovery of new strategies

  • Participants were not informed about this contingency but they could learn it and generate a new task strategy based on the stimulus color

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Summary

Introduction

Humans improve their performance in a task by either optimizing a known strategy or discovering a novel, potentially more fruitful strategy. Converging evidence showed that the posterior portion of the default network, i.e. the precuneus and the angular gyrus bilaterally, has a central role in the optimization of the current strategy These regions encoded the relevant spatial information, increased the strength of local connectivity as well as the long-distance connectivity with other relevant regions in the brain (e.g., visual cortex, dorsal attention network). Task optimization has been associated with a decrease of activation both in areas specialized for the task and in a set of brain regions associated to control and attentional functions (Chein and Schneider, 2005; Patel et al, 2013; Hampshire et al, 2016) This evidence hints at an increasingly efficient processing of task-relevant information, but how this efficiency increase is reflected in the interplay of different brain circuits remains an open question. Following our previous work (Schuck et al, 2015) we hypothesize that brain networks centered on rostro-medial prefrontal cortex (e.g. medial BA10, part of the default mode network) will behave differently in subjects who will or will not generate an alternative strategy

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