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cs.LG2020★ 1 cited
Control with adaptive Q-learning
João Pedro Araújo, Mário A. T. Figueiredo, Miguel Ayala Botto
This paper evaluates adaptive Q-learning (AQL) and single-partition adaptive Q-learning (SPAQL), two algorithms for efficient model-free episodic reinforcement learning (RL), in tw…
cs.LG2020★ 4 cited
Single-partition adaptive Q-learning
João Pedro Araújo, Mário Figueiredo, Miguel Ayala Botto
This paper introduces single-partition adaptive Q-learning (SPAQL), an algorithm for model-free episodic reinforcement learning (RL), which adaptively partitions the state-action s…