Do note that most RL methods including DQN were designed to be very general. While this contest doesn't really require generality. You could design a model spec

Do note that most RL methods including DQN were designed to be very general. While this contest doesn't really require generality. You could design a model specialized to the characteristics of the game. This is what the top winners of the Vizdoom challenge did.