How can i have a NN without target?

I have some candidate items that I want to choose a subset of them that maximize an objective function. I don't know what is the target, or which subset is really best according to my objective function, is it possible to implement this problem with Neural Network?

for clarification, imagine I have N candidate items, each of them has a score, I want a subset of them that has maximum score among all possible subsets.