On Using Sum-Product Networks for Multi-label Classification. - Julissa Villanueva Llerena; Denis Deratani Mauá (BRACIS, 2017)

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

Efficient Predictive Uncertainty Estimators for Deep Probabilistic Models. - Julissa Villanueva Llerena; Denis Deratani Mauá (AAAI, 2020)

Predictive Uncertainty Estimation for Tractable Deep Probabilistic Models. - Julissa Villanueva Llerena (IJCAI, 2020)

Efficient algorithms for robustness analysis of maximum a posteriori inference in selective sum-product networks. - Julissa Villanueva Llerena; Denis Deratani Mauá (Int. J. Approx. Reason., 2020)

Tractable inference in credal sentential decision diagrams. - Lilith Mattei; Alessandro Antonucci 001; Denis Deratani Mauá; Alessandro Facchini; Julissa Villanueva Llerena (Int. J. Approx. Reason., 2020)

Cautious Classification with Data Missing Not at Random Using Generative Random Forests. - Julissa Villanueva Llerena; Denis Deratani Mauá; Alessandro Antonucci 001 (ECSQARU, 2021)