Mauá, Denis Deratani

21 publications

NeurIPS 2024 A Compositional Atlas for Algebraic Circuits Benjie Wang, Denis Deratani Mauá, Guy Van den Broeck, YooJung Choi

ISIPTA 2023 Specifying Credal Sets with Probabilistic Answer Set Programming Denis Deratani Mauá, Fabio Gagliardi Cozman

UAI 2021 Learning Probabilistic Sentential Decision Diagrams Under Logic Constraints by Sampling and Averaging Renato Lui Geh, Denis Deratani Mauá

AAAI 2020 Efficient Predictive Uncertainty Estimators for Deep Probabilistic Models Julissa Villanueva Llerena, Denis Deratani Mauá

PGM 2020 Two Reformulation Approaches to Maximum-a-Posteriori Inference in Sum-Product Networks Denis Deratani Mauá, Heitor Ribeiro Reis, Gustavo Perez Katague, Alessandro Antonucci

AAAI 2019 Deep Reactive Policies for Planning in Stochastic Nonlinear Domains Thiago Pereira Bueno, Leliane N. de Barros, Denis Deratani Mauá, Scott Sanner

ISIPTA 2019 Robust Analysis of MAP Inference in Selective Sum-Product Networks Julissa Giuliana Villanueva Llerena, Denis Deratani Mauá

IJCAI 2018 The Finite Model Theory of Bayesian Networks: Descriptive Complexity Fábio Gagliardi Cozman, Denis Deratani Mauá

UAI 2017 Approximation Complexity of Maximum a Posteriori Inference in Sum-Product Networks Diarmaid Conaty, Cassio P. de Campos, Denis Deratani Mauá

JAIR 2017 On the Semantics and Complexity of Probabilistic Logic Programs Fábio Gagliardi Cozman, Denis Deratani Mauá

PGM 2016 Probabilistic Graphical Models Specified by Probabilistic Logic Programs: Semantics and Complexity Fabio Gagliardi Cozman, Denis Deratani Mauá

PGM 2016 The Effect of Combination Functions on the Complexity of Relational Bayesian Networks Denis Deratani Mauá, Fabio Gagliardi Cozman

AAAI 2015 Bayesian Networks Specified Using Propositional and Relational Constructs: Combined, Data, and Domain Complexity Fábio Gagliardi Cozman, Denis Deratani Mauá

IJCAI 2015 The Complexity of MAP Inference in Bayesian Networks Specified Through Logical Languages Denis Deratani Mauá, Cassio P. de Campos, Fábio Gagliardi Cozman

JAIR 2014 Probabilistic Inference in Credal Networks: New Complexity Results Denis Deratani Mauá, Cassio P. de Campos, Alessio Benavoli, Alessandro Antonucci

IJCAI 2013 An Ensemble of Bayesian Networks for Multilabel Classification Alessandro Antonucci, Giorgio Corani, Denis Deratani Mauá, Sandra Gabaglio

IJCAI 2013 Approximation Algorithms for Max-Sum-Product Problems Denis Deratani Mauá

UAI 2013 On the Complexity of Strong and Epistemic Credal Networks Denis Deratani Mauá, Cassio Polpo de Campos, Alessio Benavoli, Alessandro Antonucci

ICML 2012 Anytime Marginal MAP Inference Denis Deratani Mauá, Cassio Polpo de Campos

JAIR 2012 Solving Limited Memory Influence Diagrams Denis Deratani Mauá, Cassio P. de Campos, Marco Zaffalon

UAI 2012 The Complexity of Approximately Solving Influence Diagrams Denis Deratani Mauá, Cassio Polpo de Campos, Marco Zaffalon