Rice paper is a dried product so like most others that are similar, storing it in a cool, dry location such as a pantry, is fine. However, keeping it in the fridge will guarantee that it stays dry and may even extend the storage time.
Do not store honey in the refrigerator. While honey can be frozen and thawed later, it should never be stored in the fridge. This can cause honey to crystalize faster.