The ability to inhibit distracting stimuli from interfering with goaldirected behavior is crucial for success in most spheres of life. Despite an abundance of studies examining regional brain activation, knowledge of the brain networks involved in inhibitory control remains quite limited. To address this critical gap, we applied graph theory tools to functional magnetic resonance imaging data collected while a large sample of adults (n = 101) performed a color-word Stroop task. Higher demand for inhibitory control was associated with restructuring of the global network into a configuration that was more optimized for specialized processing (functional segregation), more efficient at communicating the output of such processing across the network (functional integration), and more resilient to potential interruption (resilience). In addition, there were regional changes with right inferior frontal sulcus and right anterior insula occupying more central positions as network hubs, and dorsal anterior cingulate cortex becoming more tightly coupled with its regional subnetwork. Given the crucial role of inhibitory control in goal-directed behavior, present findings identifying functional network organization supporting inhibitory control have the potential to provide additional insights into how inhibitory control may break down in a wide variety of individuals with neurological or psychiatric difficulties. T he ability to exert cognitive control to inhibit distracting stimuli from interfering with goal-directed behavior is crucial for success in most spheres of life, including academic, occupational, health, and general well-being (1). However, such control is impaired under certain conditions in both psychologically/neurologically typical individuals [e.g., overeating during stressful periods (2)] and those with pathological conditions [e.g., addiction (3)]. Consequently, understanding the neural circuitry supporting inhibitory aspects of cognitive control has the potential to provide key insights into a wide array of difficulties, ranging from common activities of daily life to psychiatric disorders.Substantial uncertainty remains regarding the neurobiology supporting inhibitory aspects of cognitive control (4), with the majority of recent research focusing on which particular regions of prefrontal cortex (PFC) are important for which specific aspects of inhibitory control. A large body of research has identified a set of brain regions that appear generally crucial for inhibitory control. For example, consistent activation was identified in several critical regions in a recent meta-analysis of studies using the color-word Stroop (5), which is a classic cognitive control probe (6) and which we use in the present study. This task indexes inhibitory control, because an individual must maintain a task set in the face of irrelevant, but prepotent, information that must be inhibited. The meta-analysis revealed a number of regions, including dorsal anterior cingulate cortex (dACC), lateral PFC (e.g., BA 9/44/45/46), insul...