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Probably the best source for the state of the art research in graphical probabilistic models are proceedings of the annual Conference on Uncertainty in Artificial Intelligence (UAI). Proceedings of UAI conferences are available electronically from Decision System Laboratory's web site located at
A similarly prestigious conference on the topic of probabilistic graphical models is the bi-annual European Conference on Probabilistic Graphical Models (PGM). It brings together researchers interested in all aspects of graphical models for probabilistic reasoning, decision making, and learning. The web site for the 2018 conference, listing web sites for all previous PGM conference and their on-line proceedings, is at the following location:
Another conference devoted completely to Bayesian networks is the Annual Conference of the Australasian Bayesian Network Modelling Society (ABNMS). The web site for the 2019 conference, listing web sites for all previous ABNMS conference is at the following location:
http://abnms.org/conferences/abnms2019/
Other relevant conferences are AAAI National Conferences on Artificial Intelligence (AAAI), International Joint Conferences on Artificial Intelligence (IJCAI), Conferences on Knowledge Discovery and Data Mining (KDD), Workshop on Artificial Intelligence and Statistics, Uncertainty Track of the Florida Artificial Intelligence Conferences (FLAIRS), European Conference on Symbolic and Quantitative Approaches to Reasoning and Uncertainty (ECSQARU), International Conference on Information Processing and Management of Uncertainty in Knowledge-Based Systems (IPMU), and European Conference on Artificial Intelligence (ECAI).