Unless instructed otherwise, you should sleep with your removable braces in. This is completely safe to do and will help to keep progress moving along nicely.
In some cases, even after having treatment using permanent braces, your dentist may ask you to continue using a retainer at night as this can ensure your teeth remain nice and straight.