Update (Feb. 9, 2017): In our NIPS2016 paper: "Proximal Deep Structured Models", Sec. 3.2: The number of training frames on Chess data should be 400 instead of 1000 described in the camera-ready. Please refer to the data and the code in my Git repo. We would thank David Belanger for pointing out.