90 citations · 230 across the 45 of their papers we have counts for
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cs.AI2017
Deep TAMER: Interactive Agent Shaping in High-Dimensional State Spaces
Garrett Warnell, Nicholas Waytowich, Vernon Lawhern +1
While recent advances in deep reinforcement learning have allowed autonomous learning agents to succeed at a variety of complex tasks, existing algorithms generally require a lot o…
math.OC2017
Policy Evaluation in Continuous MDPs with Efficient Kernelized Gradient Temporal Difference
Alec Koppel, Garrett Warnell, Ethan Stump +2
We consider policy evaluation in infinite-horizon discounted Markov decision problems (MDPs) with infinite spaces. We reformulate this task a compositional stochastic program with…