Last Question Today I promise
The plant in the photos is Pennsylvania smartweed (Polygonum pensylvanicum). It is a summer annual plant. It will die out in the cold weather. It freely self seeds so will keep coming back if you don't pull it up before the seeds drop.
Here is our webpage on smartweed. http://extension.umd.edu/hgic/smartweed