If you add
multiple timescales
in the neurons
of a mode
which is
recurrent
neural networks
you will capture
in a better way
long – term dependences
and avoid
the explosion
of the complexity
of computation
because
it doesn’t read
extra memory
or increased number
of parameters
and with
this low
computational cost
you can go
deeper
in the understanding.