| 2025 | FUSION | Exploiting Causal Structures for Data-Efficient Neural Network Design. | Filip S. Slijkhuis, Kathryn B. Laskey, Franck Mignet, Gregor Pavlin, L. Jansen |
| 2024 | FUSION | A Qualitative Causal Approach to Determining Adequate Training Data Quantity for Machine Learning. | Franck Mignet, Filip S. Slijkhuis, A. Abouhafc, Gregor Pavlin, Kathryn B. Laskey |
| 2023 | FUSION | Qualitative Models of Data Generation Processes: Facilitating Data-Intensive AI Solutions. | Gregor Pavlin, Kathryn B. Laskey, Franck Mignet, Filip S. Slijkhuis, Erik Blasch, Valentina Dragos, Johan Pieter de Villiers, Lennard Jansen |
| 2022 | FUSION | Continuous Model Evaluation and Adaptation to Distribution Shifts: A Probabilistic Self-Supervised Approach. | Gregor Pavlin, Johan Pieter de Villiers, Kathryn B. Laskey, Franck Mignet, Lennard Jansen |
| 2020 | FUSION | Context-Based Vessel Trajectory Forecasting: A Probabilistic Approach Combining Dynamic Bayesian Networks with an Auxiliary Position Determination Process. | Lennard Jansen, Gregor Pavlin, Alexander Atamas, Franck Mignet |
| 2019 | FUSION | Online System Evaluation and Learning of Data Source Models: a Probabilistic Generative Approach. | Gregor Pavlin, Anne-Laure Jousselme, Johan Pieter de Villiers, Paulo C. G. Costa, Kathryn B. Laskey, Franck Mignet, Alta de Waal |
| 2014 | FUSION | A framework for inferring predictive distributions of rhino poaching events through causal modelling. | Hildegarde Koen, Johan Pieter de Villiers, Gregor Pavlin, Alta de Waal, Patrick de Oude, Franck Mignet |
| 2013 | FUSION | Evaluating complex fusion systems based on causal probabilistic models. | Franck Mignet, Gregor Pavlin, Patrick de Oude, Paulo Cesar G. da Costa |
| 2012 | IDC | Towards Characterizing Distributed Complex Situation Assessment as Workflows in Loosely Coupled Systems. | Costin Badica, Claudine Conrado, Franck Mignet, Patrick de Oude, Gregor Pavlin |
| 2011 | FUSION | Gas detection and source localization: A Bayesian approach. | Gregor Pavlin, Patrick de Oude, Franck Mignet |