“…These neuromodulatory effects have been simulated in computational models as transient changes in the gain 1 It is interesting to note that when the animal is disengaged and distractible, the LC phasic response is absent or attenuated, whereas overall tonic firing rate is elevated. The observed correlation between attentional state and LC firing mode has led to a theory of the LC's role in modulating attentional state, which has been described elsewhere (Aston-Jones et al, 1999Cohen et al, 2004;Gilzenrat et al, 2002;Usher et al, 1999). of cortical processing units (Servan-Schreiber, Printz, & Cohen, 1990). It is important to note that when applied in a temporally strategic manner (e.g., when driven by the identification and evaluation of task-relevant stimuli), increases in gain produce an increase in the signal-to-noise ratio of subsequent processing and a concomitant improvement in the efficiency and reliability of behavioral responses, such as signal detection performance (Brown, Gilzenrat, & Cohen, 2004;Gilzenrat et al, 2002;ServanFigure 1.…”