Denis D. Mauá
Denis D. Mauá

Associate Professor

About Me

I am an Associate Professor at the Department of Computer Science of the Institute of Mathematics and Statistics of the University of São Paulo. For the most part, my research has focused on the computational aspects of discrete probabilistic graphical models (e.g., Bayesian networks, credal networks, sum-product networks) and their use in classification, robust inference and planning under uncertainty. More recently, I became very enthusiastic about probabilistic logic programming and its connection to deep learning. My group is currently building a neuro-symbolic reasoner supported by such techniques.

I am an Area Editor of the International Journal of Approximate Reasoning, an editorial board member of the Artificial Intelligence Journal, and Senior Associate Editor of the new ACM Transactions on Probabilistic Machine Learning Journal. I serve regularly in the Program Committee of top AI conferences (AAAI, IJCAI, UAI, etc).

Interests
  • Artificial Intelligence
  • Tractable Probabilistic Modeling
  • Probabilistic Programming
  • Planning Under Uncertainty
  • Imprecise Probability
Education
  • PhD Informatics

    University of Lugano

  • MEng in Mechatronics

    University of São Paulo

  • Electrical Engineering

    University of São Paulo

Recent Publications
(2024). A New Benchmark for Automatic Essay Scoring in Portuguese. Proceedings of the 16th International Conference on Computational Processing of Portuguese (PROPOR 2024).
(2023). Specifying credal sets with probabilistic answer set programming. Proceedings of the Thirteenth International Symposium on Imprecise Probability: Theories and Applications.
(2023). Assessing Good, Bad and Ugly Arguments Generated by ChatGPT: a New Dataset, its Methodology and Associated Tasks. Progress in Artificial Intelligence.
(2023). On Modal Clustering with Gaussian Sum-Product Networks. The 6th Workshop on Tractable Probabilistic Modeling.
(2022). Differentiable Planning for Optimal Liquidation. Proceedings of the 1st Brazilian Workshop on Artificial Intelligence in Finance.
Recent & Upcoming Talks