Credal Sum-Product Networks. - Denis Deratani Mauá; Fábio Gagliardi Cozman; Diarmaid Conaty; Cassio P. de Campos (ISIPTA, 2017)

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

Cascading Sum-Product Networks using Robustness. - Diarmaid Conaty; Jesús Martínez del Rincón; Cassio P. de Campos (PGM, 2018)

Robustifying sum-product networks. - Denis Deratani Mauá; Diarmaid Conaty; Fábio Gagliardi Cozman; Katja Poppenhaeger; Cassio Polpo de Campos (Int. J. Approx. Reason., 2018)

Robustness in Sum-Product Networks with Continuous and Categorical Data. - Rob Wit; Cassio P. de Campos; Diarmaid Conaty; Jesús Martínez del Rincón (ISIPTA, 2019)

A hierarchy of sum-product networks using robustness. - Diarmaid Conaty; Jesús Martínez del Rincón; Cassio P. de Campos (Int. J. Approx. Reason., 2019)

Robustness in sum-product networks: from measurement to ensembles. - Diarmaid Conaty (2021)