I can't think of any papers using deep learning. That doesn't mean they don't exist but the large sample sizes needed for training are hard to come by. For applications, there are recent general machine learning papers by Susan Athey and by Sendhil Mullainathan that you should look at. Also look at Victor Chernozhukov's recent research.