Abstract Although the notion of task similarity is potentially interesting in a wide range areas such as curriculum learning or automated planning, it has mostly been tied to transfer learning. Transfer based on idea reusing knowledge acquired set source tasks new process target task, assuming that and are close enough . In recent years, succeeded making reinforcement (RL) algorithms more effic...