182 citations · 323 across the 22 of their papers we have counts for
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cs.LG2017★ 182 cited
A Deeper Look at Experience Replay
Shangtong Zhang, Richard S. Sutton
Recently experience replay is widely used in various deep reinforcement learning (RL) algorithms, in this paper we rethink the utility of experience replay. It introduces a new hyp…
cs.LG2017★ 9 cited
Comparing Deep Reinforcement Learning and Evolutionary Methods in Continuous Control
Shangtong Zhang, Osmar R. Zaiane
Reinforcement Learning and the Evolutionary Strategy are two major approaches in addressing complicated control problems. Both are strong contenders and have their own devotee comm…