Social networks are essentially in a graph structure where persons act as nodes and the edges connecting denote social relations. The prediction of relations, therefore, relies on context graphs to model higher-order constraints among which has not been exploited sufficiently by previous works, however. In this paper, we formulate paradigm relations into triangular relational closed-loop struct...