In this work, we introduce a new and efficient solution approach for the problem of decision making under uncertainty, which can be formulated as in belief space, over possibly high-dimensional state space. Typically, to solve problem, one should identify optimal action from set candidates, according some objective. We claim that often generate an analogous yet simplified solved more efficientl...