Non-random chromosomal conformations, including promoter--enhancer loopings that bypass kilo- or megabases of linear genome, provide a critical layer of transcriptional regulation, and move vast amounts of non-coding sequence into the physical proximity of genes that are important for neurodevelopment, cognition and behavior. Activity-regulated changes of the neuronal ‘3D genome’ could govern transcriptional mechanisms associated with learning and plasticity, and loop-bound intergenic and intronic non-coding sequences have been implicated in psychiatric and adult-onset neurodegenerative disease. Recent studies have begun to clarify the roles of spatial genome organization in normal and abnormal cognition.