Yes, Lipo battery will self discharge when you don't use it, when you storage your battery, you'd better keep your battery's voltage at 3.8V, there are some tips about lipo battery storage.
Lipo Battery Storage:
Do not directly connect the terminals with metal objects. This will short-circuit...