Humans have the ability to pay attention one of sound sources in a multispeaker acoustic environment. Auditory detection (AAD) seeks detect attended speaker from one’s brain signals that will enable many innovative human–machine systems. However, effective representation learning electroencephalography (EEG) remains challenge. In this article, we propose neural mechanism dynamically assigns dif...