Since upgrading to a iPhone 5S, I have to log on every time to my AirPort Extreme to adjust the setting. What gives? Never had this issue with my 4S, it was always logged on to the APE.
Delete the app from your phone, then re-install it, and when you input your password make sure you say yes when it ask if you want the app to remember it.