Many real-world networks are inherently decentralized. For example, in social networks, each user maintains a local view of graph, such as list friends and her profile. It is typical to collect these views graphs conduct graph learning tasks. However, over can raise privacy concerns often contain sensitive information. In this paper, we seek ensure private on decentralized network graph. Toward...