  The choice of the regularization scheme in Loop Quantum Cosmology (LQC) is
crucial for the predicted phenomenology. We outline how the improved scheme can
be naturally realized in Quantum Reduced Loop Gravity, describing the Universe
as an ensemble of microstates labeled by different graphs. The new effective
dynamics presents corrections to LQC, which do not significantly affect the
bouncing scenario for the most relevant kinds of matter fields in cosmology $(w
\leq 1)$.
