Ember's paper-input of type "date" working only on Chrome

I have a paper-input field with type of "date" which works only on chrome and it looks like this:

I know that only Chrome will accept type="date", I want to make it working on other browsers too, but I want to keep Ember-paper appearance. I've tried using jQuery's datepicker on input element, it picks the date but when I click away from input the date gets covered by label, when I click again on input label is moving up, like there was no text entered to this input. When I give input from keyboard, not from jQuery datepicker everything is fine. What is the best way to solve this?