101 citations · 389 across the 29 of their papers we have counts for
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cs.LG2012★ 21 cited
Sparse Q-learning with Mirror Descent
Sridhar Mahadevan, Bo Liu
This paper explores a new framework for reinforcement learning based on online convex optimization, in particular mirror descent and related algorithms. Mirror descent can be viewe…
cs.AI2012★ 33 cited
Representation Policy Iteration
Sridhar Mahadevan
This paper addresses a fundamental issue central to approximation methods for solving large Markov decision processes (MDPs): how to automatically learn the underlying representati…