Bind events directly to the input element. Use jQuery Mobile's virtual events, or bind standard JavaScript events, like change, focus, blur, etc.:
input
$("input[type='checkbox']").bind( "change", function(event, ui) { ... });
The checkbox plugin has the following custom events:
create
$("input[type='checkbox']").checkboxradio({ create: function(event, ui) { ... } });