  In this note, we consider the problem of aggregation of estimators in order
to denoise a signal. The main contribution is a short proof of the fact that
the exponentially weighted aggregate satisfies a sharp oracle inequality. While
this result was already known for a wide class of symmetric noise
distributions, the extension to asymmetric distributions presented in this note
is new.
