In summary, this study characterises neurophysiological processing in the ZDHHC9‐associated neurodevelopmental condition and provides a proof‐of‐concept for using neural network models to investigate the mechanistic origins of cognitive disorders. Here, ZDHHC9 is linked to cognitive disorder.