It is Buttonweed (Diodia Virginiana L.) and it grows in the lower
parts of the yard where there is a lot of water (a natural spring-fed
pond and mountain brook are nearby and I have a crawfish problem in
the yard). I've been diligent about handpicking it before it
flowers, but there's always new seeds coming in. Thanks to all that
responded.