2015
DOI: 10.1038/ncomms9165
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An insula-frontostriatal network mediates flexible cognitive control by adaptively predicting changing control demands

Abstract: The anterior cingulate and lateral prefrontal cortices have been implicated in implementing context-appropriate attentional control, but the learning mechanisms underlying our ability to flexibly adapt the control settings to changing environments remain poorly understood. Here we show that human adjustments to varying control demands are captured by a reinforcement learner with a flexible, volatility-driven learning rate. Using model-based functional magnetic resonance imaging, we demonstrate that volatility … Show more

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Cited by 128 publications
(159 citation statements)
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References 54 publications
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“…A subsequent encounter of the same stimulus then triggers the retrieval of that memory representation, which includes the associated control states (Abrahamse, Braem, Notebaert, & Verguts, 2016; Egner, 2014). The neural substrates mediating this binding of bottom-up stimulus features with abstract control states have been localized to the hippocampus and the dorsal striatum in the context of conflict processing (Chiu, Jiang, & Egner, 2017; Jiang, Brashier, & Egner, 2015; Jiang et al, 2015). These two structures appear to play complementary roles in mediating S-C learning.…”
Section: Discussionmentioning
confidence: 99%
“…A subsequent encounter of the same stimulus then triggers the retrieval of that memory representation, which includes the associated control states (Abrahamse, Braem, Notebaert, & Verguts, 2016; Egner, 2014). The neural substrates mediating this binding of bottom-up stimulus features with abstract control states have been localized to the hippocampus and the dorsal striatum in the context of conflict processing (Chiu, Jiang, & Egner, 2017; Jiang, Brashier, & Egner, 2015; Jiang et al, 2015). These two structures appear to play complementary roles in mediating S-C learning.…”
Section: Discussionmentioning
confidence: 99%
“…Increasingly, however, anterior cingulate and insular cortices are recognized as more broadly deployed—assigning salience for the coordination of dynamic interaction of large-scale neural networks in response to contextual demands (Jiang et al, 2015; Medford & Critchley, 2010; Menon & Uddin, 2010; (Jiang et al, 2015; Medford & Critchley, 2010; Menon & Uddin, 2010; Power et al, 2013; Sridharan et al, 2008). Specific to the critical role of the cingulo-opercular network in cognitive control is its coordination with the frontal-parietal network to function as a superordinate or “multiple demand” cognitive control/processing network (Duncan, 2010; Duncan & Owen 2000; Müller et al, 2015).…”
Section: Clues To Core Cognitive Control Dysfunction Common Across Psmentioning
confidence: 99%
“…Additionally lesions to nodes of one of the subnetworks hampers functional connectivity within that network, while integrity of the other network remains relatively preserved (Nomura et al, 2012). Recent work on causal interactions between these subnetworks during cognitive tasks (Cai et al, 2015; Chen et al, 2015; Jiang et al, 2015) suggests the anterior insula amplifies salience detection in the anterior and mid-cingulate in a manner proportional to both cognitive demand and individual capacity, and, in turn prompts activation of the broader frontal-parietal network, particularly lateral frontal regions (dlPFC/IFJ) and parietal cortex. Furthermore, Cieslik and colleagues (2013) performed a coactivation-based parcellation of the left lateral frontal cortex across cognitive paradigms.…”
Section: Clues To Core Cognitive Control Dysfunction Common Across Psmentioning
confidence: 99%
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“…Temporary extended increases in prediction errors indicate volatile environments and lead to a fast adjustment of internal predictions and behavior ( Jiang, Beck, Heller, & Egner, 2015;Chumbley et al, 2014;Schiffer, Ahlheim, Wurm, & Schubotz, 2012;Friston, Daunizeau, & Kiebel, 2009;Behrens, Woolrich, Walton, & Rushworth, 2007). Recent studies provide evidence that longer timescale tonic DA modulates the extent to which prior action outcome biases phasic DA release and hence future action selection ( Yu, FitzGerald, & Friston, 2013;Humphries, Khamassi, & Gurney, 2012;Beeler, Daw, Frazier, & Zhuang, 2010).…”
Section: Introductionmentioning
confidence: 99%