Search Results - "de Barros, Leliane N."

Real-time dynamic programming for Markov decision processes with imprecise probabilities by Delgado, Karina V., de Barros, Leliane N., Dias, Daniel B., Sanner, Scott

“…Markov Decision Processes have become the standard model for probabilistic planning. However, when applied to many practical problems, the estimates of…”
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Algebraic Sentential Decision Diagrams in Symbolic Probabilistic Planning by Herrmann, Ricardo G., De Barros, Leliane N.

“…The Sentential Decision Diagram (SDD) is a novel data structure that compactly represents Boolean functions, like Binary Decision Diagrams (BDDs), but with a…”
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Analyzing the Effect of Stochastic Transitions in Policy Gradients in Deep Reinforcement Learning by Lovatto, Angelo G., Bueno, Thiago P., de Barros, Leliane N.

“…Policy gradient methods in deep reinforcement learning have received increasing attention over the last few years, mainly because of their several successful…”
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Markov Decision Processes Specified by Probabilistic Logic Programming: Representation and Solution by Bueno, Thiago P., Maua, Denis D., de Barros, Leliane N., Cozman, Fabio G.

“…Probabilistic logic programming combines logic and probability, so as to obtain a rich modeling language. In this work, we extend ProbLog, a popular…”
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Designing logic-based robots by Trevizan, F.W., De Barros, L. N., Correa da Silva, F.S.

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