Pour in the chicken or vegetable broth and add the diced potatoes to the pot. Stir in the dried thyme, paprika, salt, pepper, and bay leaf. Bring the mixture to a boil, then reduce the heat to low and simmer for about 15-20 minutes, or until the potatoes are tender.