most citedImplementation and Comparison of Solution Methods for Decision Processes with Non-Markovian Rewards

8 citations · 8 across the 2 of their papers we have counts for

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cs.AI2012★ 8 cited

Implementation and Comparison of Solution Methods for Decision Processes with Non-Markovian Rewards

Charles Gretton, David Price, Sylvie Thiebaux

This paper examines a number of solution methods for decision processes with non-Markovian rewards (NMRDPs). They all exploit a temporal logic specification of the reward function…

cs.AI2012

Exploiting First-Order Regression in Inductive Policy Selection

Charles Gretton, Sylvie Thiebaux

We consider the problem of computing optimal generalised policies for relational Markov decision processes. We describe an approach combining some of the benefits of purely inducti…