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In this paper, we discuss the Ant Colony Learning (ACL) paradigm for non-linear systems with continuous state spaces. ACL is a novel control policy learning methodology, based on Ant Colony Optimization. In ACL, a collection of agents, called ants, jointly interact with the system at hand in order to find the optimal mapping between states and actions. Through the stigmergic interaction by pheromones,...
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