Is Temporal Memory algorithm plausible biologically?

I saw TM algorithm stores the active cells in the previous compute cycle, because neurons have memories?
Will the pyramidal neurons remain active for a while after being activated by feedforward inputs? how long?

A post was merged into an existing topic: Neuroscience newbie questions