In a 9x13-inch baking dish, combine the cherries with the orange juice, thyme, smoked paprika, and salt. Roast for 35-45 minutes, stirring 3-4 times, until the liquid has thickened and the cherries have begun to break down.
Store in a covered container, refrigerated, for up to 1 week.