An internal cell state provides a path for information and gradients across many time steps. Input, output, and forget gates learn how to update that state, reducing some long-range problems of basic recurrent networks.
Long short-term memory is a recurrent architecture with gates that control what information is stored, exposed, and forgotten.
An internal cell state provides a path for information and gradients across many time steps. Input, output, and forget gates learn how to update that state, reducing some long-range problems of basic recurrent networks.