21 citations · 122 across the 32 of their papers we have counts for
Showing 2017 · cs.AIShow all
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cs.AI2017★ 5 cited
Learning Sparse Representations in Reinforcement Learning with Sparse Coding
Lei Le, Raksha Kumaraswamy, Martha White
A variety of representation learning approaches have been investigated for reinforcement learning; much less attention, however, has been given to investigating the utility of spar…
cs.AI2017★ 9 cited
Data-Efficient Policy Evaluation Through Behavior Policy Search
Josiah P. Hanna, Philip S. Thomas, Peter Stone +1
We consider the task of evaluating a policy for a Markov decision process (MDP). The standard unbiased technique for evaluating a policy is to deploy the policy and observe its per…