| 2025 | AIME | Counterfactual Inference Using Ordinary Differential Equations to Assess the Effect of Physical Activity on Type 2 Diabetes Onset. | Marta Lenatti, Marco Zaffalon, Alessandro Antonucci, Pierluigi Francesco De Paola, Lea Multerer, Maurizio Mongelli, Alessia Paglialonga, Laura Azzimonti |
| 2024 | ECIR | On the Limitations of Zero-Shot Classification of Causal Relations by LLMs. | Vani Kanjirangat, Alessandro Antonucci, Marco Zaffalon |
| 2022 | ISAIM | Joint Desirability Foundations of Social Choice and Opinion Pooling. | Arianna Casanova, Enrique Miranda, Marco Zaffalon |
| 2021 | ECSQARU | Algebras of Sets and Coherent Sets of Gambles. | Arianna Casanova, Jrg Kohlas, Marco Zaffalon |
| 2020 | FlAIRS | Social Pooling of Beliefs and Values with Desirability. | Arianna Casanova, Enrique Miranda, Marco Zaffalon |
| 2020 | WSDM | Sampling Subgraphs with Guaranteed Treewidth for Accurate and Efficient Graphical Inference. | Jaemin Yoo, U Kang, Mauro Scanagatta, Giorgio Corani, Marco Zaffalon |
| 2017 | ICDM | Hierarchical Multinomial-Dirichlet Model for the Estimation of Conditional Probability Tables. | Laura Azzimonti, Giorgio Corani, Marco Zaffalon |
| 2015 | ICML | A Bayesian nonparametric procedure for comparing algorithms. | Alessio Benavoli, Giorgio Corani, Francesca Mangili, Marco Zaffalon |
| 2014 | ICML | A Bayesian Wilcoxon signed-rank test based on the Dirichlet process. | Alessio Benavoli, Giorgio Corani, Francesca Mangili, Marco Zaffalon, Fabrizio Ruggeri |
| 2013 | ECSQARU | Approximating Credal Network Inferences by Linear Programming. | Alessandro Antonucci, Cassio P. de Campos, David Huber, Marco Zaffalon |
| 2013 | FUSION | CREDO: A military decision-support system based on credal networks. | Alessandro Antonucci, David Huber, Marco Zaffalon, Philippe Luginbuhl, Ian Chapman, Richard Ladouceur |
| 2012 | UAI | The Complexity of Approximately Solving Influence Diagrams. | Denis Deratani Mau, Cassio Polpo de Campos, Marco Zaffalon |
| 2010 | IPMU | Independent Natural Extension. | Gert de Cooman, Enrique Miranda, Marco Zaffalon |
| 2009 | FUSION | Multiple model tracking by imprecise markov trees. | Alessandro Antonucci, Alessio Benavoli, Marco Zaffalon, Gert de Cooman, Filip Hermans |
| 2009 | FUSION | Reliable hidden Markov model filtering through coherent lower previsions. | Alessio Benavoli, Marco Zaffalon, Enrique Miranda |
| 2009 | KDD | Lazy naive credal classifier. | Giorgio Corani, Marco Zaffalon |
| 2007 | KES | Credal Networks for Operational Risk Measurement and Management. | Alessandro Antonucci, Alberto Piatti, Marco Zaffalon |
| 2003 | KI | Bayesian Treatment of Incomplete Discrete Data Applied to Mutual Information and Feature Selection. | Marcus Hutter, Marco Zaffalon |
| 2003 | UAI | Updating with incomplete observations. | Gert de Cooman, Marco Zaffalon |
| 2002 | UAI | Robust Feature Selection by Mutual Information Distributions. | Marco Zaffalon, Marcus Hutter |
| 2001 | AIME | Credal Classification for Dementia Screening. | Marco Zaffalon, Keith Wesnes, Orlando Petrini |