Publications

Denis D. Mauá, Heitor Reis Ribeiro, Gustavo Perez Katague, Alessandro Antonucci (2020). Two Reformulation Approaches to Maximum-A-Posteriori Inference in Sum-Product Networks. Proceedings of the Tenth International Conference on Probabilistic Graphical Models.
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Lilith Mattei, Alessandro Antonucci, Denis Deratani Mauá, Alessandro Facchini, Julissa Villanueva Llerena (2020). Tractable inference in credal sentential decision diagrams. International Journal of Approximate Reasoning.
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Denis D. Mauá, Fabio Gagliardi Cozman (2020). Thirty years of credal networks: Specification, algorithms and complexity. International Journal of Approximate Reasoning.
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Fabio Gagliardi Cozman, Denis D. Mauá (2020). The Joy of Probabilistic Answer Set Programming: Semantics, complexity, expressivity, inference. International Journal of Approximate Reasoning.
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Caio Netto, Eduardo Tannuri, Denis D. Mauá, Fábio Cozman (2020). Prediction of Environmental Conditions for Maritime Navigation using a Network of Sensors: A Practical Application of Graph Neural Networks. Proceedings of the VIII Symposium on Knowledge Discovery, Mining and Learning.
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Renato Scaroni, Thiago P. Bueno, Leliane N. De Barros, Denis D. Mauá (2020). On the Performance of Planning Through Backpropagation. Proceedings of the 9th Brazilian Conference on Intelligent Systems.
Renato Lui Geh, Denis Deratani Mauá, Alessandro Antonucci (2020). Learning Probabilistic Sentential Decision Diagrams by Sampling. Proceedings of the VIII Symposium on Knowledge Discovery, Mining and Learning.
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Milton Condori Fernandez, Leliane N. De Barros, Denis D. Mauá, Karina v. Delgado, Valdinei Freire (2020). Finding Feasible Policies for Extreme Risk-Averse Agents in Probabilistic Planning. Proceedings of the 9th Brazilian Conference on Intelligent Systems.
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Julissa Villanueva Llerena, Denis D. Mauá (2020). Efficient Algorithms for Robustness Analysis of Maximum A Posteriori Inference in Selective Sum-Product Networks. International Journal of Approximate Reasoning.
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Ângelo G. Lovatto, Thiago P. Bueno, Denis D. Mauá, Leliane N. De Barros (2020). Decision-Aware Model Learning for Actor-Critic Methods: When Theory Does Not Meet Practice. Proceedings of the First I Can’t Believe It’s Not Better Workshop.
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