I already find a solution to my problem. Just want to share it with others.
So, I am writing a rails app which uses simple form to generate forms and the style is controlled by materialize css framework.
The first problem I have is to let simple form output a input tag with type checkbox for a boolean value. Upon checking their documentation, here is my solution:
f.input :delivery_check, as: :boolean, label: "Check if order was delivered"
Yet, although simple form output that input tag with type checkbox, only the label of that box appears in view.