The answer depends on what “empty” means. If the empty paragraphs are <p></p> then fireeyedboy’s p:empty selector is the way to go. If there could be spaces or newlines or other such things then you’ll probably want something like this:
$('p').each(function() {
const $this = $(this);
if($this.html().replace(/\s| /g, '').length === 0)
$this.remove();
});
Example: http://jsfiddle.net/ambiguous/7L4WZ/
FCKEditor (not sure about CKEditor or TinyMCE) likes to add <p> </p> to the HTML so you might need the above somewhat ugly approach.