Publications

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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Denis D. Mauá, Fabio Gagliardi Cozman (2020). Complexity results for probabilistic answer set programming. International Journal of Approximate Reasoning.
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Guilherme Thomaz, Denis D. Mauá, Leliane Barros (2020). A Contact Network-Based Approach for Online Planning of Containment Measures for COVID-19. Anais do XVII Encontro Nacional de Inteligência Artificial e Computacional.
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Fabio Gagliardi Cozman, Denis Deratani Mauá (2019). The finite model theory of Bayesian network specifications: Descriptive complexity and zero/one laws. International Journal of Approximate Reasoning.
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Francisco H. O. Vieira De Faria, Arthur Colombini Gusmão, Glauber De Bona, Denis Deratani Mauá, Fabio Gagliardi Cozman (2019). Speeding up parameter and rule learning for acyclic probabilistic logic programs. International Journal of Approximate Reasoning.
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Julissa Villanueva Llerena, Denis Deratani Mauá (2019). Robust Analysis of MAP Inference in Selective Sum-Product Networks. Proceedings of the 11th International Symposium on Imprecise Probabilities: Theories and Applications.
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Lilith Mattei, Décio L. Soares, Alessandro Antonucci, ́ Denis Deratani Mau\, Alessandro Facchini (2019). Exploring the Space of Probabilistic Sentential Decision Diagrams. 3rd Tractable Probabilistic Modeling Workshop.
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