Due the sensitivity of my adruino inputs I had the idea to place some capacitors across the inputs but how do I place these capacitors?
You haven't wired any of those circuits right, you must not let inputs float, please see:-
http://www.thebox.myzen.co.uk/Tutorial/Inputs.html
You will need no capacitors.