| 2024 | AISTATS | Probabilistic Integral Circuits. | Gennaro Gala, Cassio P. de Campos, Robert Peharz, Antonio Vergari, Erik Quaeghebeur |
| 2023 | AAAI | Continuous Mixtures of Tractable Probabilistic Models. | Alvaro H. C. Correia, Gennaro Gala, Erik Quaeghebeur, Cassio P. de Campos, Robert Peharz |
| 2021 | DSAA | Bayesian Independence Test with Mixed-type Variables. | Alessio Benavoli, Cassio P. de Campos |
| 2020 | AISTATS | On Pruning for Score-Based Bayesian Network Structure Learning. | Alvaro Henrique Chaim Correia, James Cussens, Cassio P. de Campos |
| 2017 | AAAI | Learning Bayesian Networks with Incomplete Data by Augmentation. | Tameem Adel, Cassio P. de Campos |
| 2017 | UAI | Approximation Complexity of Maximum A Posteriori Inference in Sum-Product Networks. | Diarmaid Conaty, Cassio P. de Campos, Denis Deratani Mau |
| 2016 | AAAI | Learning Bayesian Networks with Bounded Tree-width via Guided Search. | Siqi Nie, Cassio P. de Campos, Qiang Ji |
| 2015 | ECSQARU | Learning Bounded Tree-Width Bayesian Networks via Sampling. | Siqi Nie, Cassio P. de Campos, Qiang Ji |
| 2015 | IJCAI | The Complexity of MAP Inference in Bayesian Networks Specified Through Logical Languages. | Denis Deratani Mau, Cassio P. de Campos, Fbio Gagliardi Cozman |
| 2013 | ECSQARU | Approximating Credal Network Inferences by Linear Programming. | Alessandro Antonucci, Cassio P. de Campos, David Huber, Marco Zaffalon |
| 2011 | ECSQARU | Bayesian Networks and the Imprecise Dirichlet Model Applied to Recognition Problems. | Cassio P. de Campos, Qiang Ji |
| 2011 | IJCAI | New Complexity Results for MAP in Bayesian Networks. | Cassio P. de Campos |
| 2011 | IJCAI | Inference with Multinomial Data: Why to Weaken the Prior Strength. | Cassio P. de Campos, Alessio Benavoli |
| 2010 | AAAI | Properties of Bayesian Dirichlet Scores to Learn Bayesian Network Structures. | Cassio P. de Campos, Qiang Ji |
| 2010 | ICPR | An Improved Structural EM to Learn Dynamic Bayesian Nets. | Cassio P. de Campos, Zhi Zeng, Qiang Ji |
| 2009 | ECSQARU | Inference from Multinomial Data Based on a MLE-Dominance Criterion. | Alessio Benavoli, Cassio P. de Campos |
| 2009 | ICML | Structure learning of Bayesian networks using constraints. | Cassio P. de Campos, Zhi Zeng, Qiang Ji |
| 2008 | ECCV | Constrained Maximum Likelihood Learning of Bayesian Networks for Facial Action Recognition. | Cassio P. de Campos, Yan Tong, Qiang Ji |
| 2008 | ICPR | Improving Bayesian Network parameter learning using constraints. | Cassio P. de Campos, Qiang Ji |
| 2008 | UAI | Strategy Selection in Influence Diagrams using Imprecise Probabilities. | Cassio P. de Campos, Qiang Ji |