These studies reveal that AIE‐induced cognitive deficits in reversal learning on the Morris water maze are restored by wheel running similar to restoration of the decreases in ChAT+, TrkA+, and p75NTR+ cells in the adult basal forebrain. Here, CHAT is linked to Cognitive impairment.