CV Lattes
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Universidade de São Paulo (USP). Instituto de Matemática e Estatística (IME) (Institutional affiliation from the last research proposal) Birthplace: Brazil
I'm currently a PhD student at University of São Paulo (USP) at the Department of Computer Science (IME). I graduated in electrical engineering at Escola Politécnica at USP (2009) with a double degree at the Ecole Centrale de Nantes (2007) in France. My current research interests are mainly in Planning & Learning, Deep Reinforcement Learning, and Graphical Models and Probabilistic Programming. (Source: Lattes Curriculum)
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In the field of probabilistic planning, in order to efficiently solve sequential decision-making problems modeled by Markov Decision Processes (MDPs), it is crucial to handle stochastic knowledge defined over complex relations that may involve features of transitivity, symmetry, recursion, determinism and context-specific independence. However, traditional representational formalisms used…
This research internship aims at further developing the proponent's PhD thesis on "Markov Decision Processes specified through Probabilistic Logic Programming" by extending its representational formalism to the realm of mixed continuous and discrete planning problems, as well as by investigating efficient algorithmic solutions based on symbolic reasoning and deep neural models. Given rece…
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