Does a president have to be found "guilty" of a statutory crime?

I suppose, It can be known as a Pardon

Explanation:

A pardon is a government decision to allow a person to be absolved of guilt for an alleged crime or other legal offense, as if the act never occurred. The pardon may be granted before or after conviction for the crime