For an extra layer of flavor, toast the walnuts lightly before chopping. If you don't have brown rice flour, you can substitute it with an equal amount of all-purpose gluten-free flour blend. These muffins are best enjoyed fresh, but can be stored in an airtight container at room temperature for up to 3 days.