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Maximum Entropy Monte-Carlo Planning
NeurIPS, pp.9516-9524, (2019)
EI
Abstract
We develop a new algorithm for online planning in large scale sequential decision problems that improves upon the worst case efficiency of UCT. The idea is to augment Monte-Carlo Tree Search (MCTS) with maximum entropy policy optimization , evaluating each search node by softmax values back-propagated from simulation. To establish the eff...More
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