255 citations · 2.4k across the 127 of their papers we have counts for
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cs.AI2012★ 102 cited
Dyna-Style Planning with Linear Function Approximation and Prioritized Sweeping
Richard S. Sutton, Csaba Szepesvari, Alborz Geramifard +1
We consider the problem of efficiently learning optimal control policies and value functions over large state spaces in an online setting in which estimates must be available after…
cs.AI2012★ 3 cited
Speeding Up Planning in Markov Decision Processes via Automatically Constructed Abstractions
Alejandro Isaza, Csaba Szepesvari, Vadim Bulitko +1
In this paper, we consider planning in stochastic shortest path (SSP) problems, a subclass of Markov Decision Problems (MDP). We focus on medium-size problems whose state space can…