The emergence of the recommendation system has effectively alleviated information overload problem. However, traditional systems either ignore rich attribute users and items, such as user’s social-demographic features, item’s content etc., facing sparsity problem, or adopt fully connected network to concatenate information, ignoring interaction between information. In this paper, we propose fus...