Castle

My question is: how does the castle (built in a city, e.g. on GoT map) work during a battle from the defensive side? And how can I battle against a city with a castle? As for my experience my attacking army have the advantage both attack and defence and even so I loose and the opponent win without any casualties. Please help

Depends on which got map you are referencing to