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cs.AI2020★ 1 cited
Reannealing of Decaying Exploration Based On Heuristic Measure in Deep Q-Network
Xing Wang, Alexander Vinel
Existing exploration strategies in reinforcement learning (RL) often either ignore the history or feedback of search, or are complicated to implement. There is also a very limited…
cs.AI2020
Cross Learning in Deep Q-Networks
Xing Wang, Alexander Vinel
In this work, we propose a novel cross Q-learning algorithm, aim at alleviating the well-known overestimation problem in value-based reinforcement learning methods, particularly in…