You cannot use event delegation for .scroll()
as @marcelosalloum rightly pointed out in the comments. You have to write the handler when you actually create the element.
//Create .generic-table here. BEGIN
Code
//Create .generic-table here. END
//Handle event immediately.
$('.generic-table').scroll(function() {
alert("bottom!");
});