193 citations · 416 across the 36 of their papers we have counts for
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math.OC2018★ 5 cited
Optimal Matrix Momentum Stochastic Approximation and Applications to Q-learning
Adithya M. Devraj, Ana Bušić, Sean Meyn
Acceleration is an increasingly common theme in the stochastic optimization literature. The two most common examples are Nesterov's method, and Polyak's momentum technique. In this…
math.OC2018★ 10 cited
Action-Constrained Markov Decision Processes With Kullback-Leibler Cost
Ana Bušić, Sean Meyn
This paper concerns computation of optimal policies in which the one-step reward function contains a cost term that models Kullback-Leibler divergence with respect to nominal dynam…