| 2024 | FUSION | Credal Valuation Network for Ongoing Threat Assessment. | Branko Ristic, Alessio Benavoli |
| 2024 | UAI | Linearly Constrained Gaussian Processes are SkewGPs: application to Monotonic Preference Learning and Desirability. | Alessio Benavoli, Dario Azzimonti |
| 2023 | GECCO | Bayesian Optimization For Choice Data. | Alessio Benavoli, Dario Azzimonti, Dario Piga |
| 2023 | UAI | Learning Choice Functions with Gaussian Processes. | Alessio Benavoli, Dario Azzimonti, Dario Piga |
| 2021 | DSAA | A Unified Framework for Closed-Form Nonparametric Regression, Classification, Preference and Mixed Problems with Skew Gaussian Processes. | Alessio Benavoli, Dario Azzimonti, Dario Piga |
| 2021 | DSAA | Bayesian Independence Test with Mixed-type Variables. | Alessio Benavoli, Cassio P. de Campos |
| 2021 | GECCO | Preferential Bayesian optimisation with skew gaussian processes. | Alessio Benavoli, Dario Azzimonti, Dario Piga |
| 2015 | AISTATS | Gaussian Processes for Bayesian hypothesis tests on regression functions. | Alessio Benavoli, Francesca Mangili |
| 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 | FUSION | Imprecise Hierarchical Dirichlet model with applications. | Alessio Benavoli |
| 2013 | FUSION | Set-membership PHD filter. | Alessio Benavoli, Francesco Papi |
| 2013 | UAI | On the Complexity of Strong and Epistemic Credal Networks. | Denis Deratani Mau, Cassio Polpo de Campos, Alessio Benavoli, Alessandro Antonucci |
| 2012 | FUSION | Pushing Kalman's idea to the extremes. | Alessio Benavoli, Benjamin Noack |
| 2011 | FUSION | Classification with imprecise likelihoods: A comparison of TBM, random set and imprecise probability approach. | Alessio Benavoli, Branko Ristic |
| 2011 | IJCAI | Inference with Multinomial Data: Why to Weaken the Prior Strength. | Cassio P. de Campos, Alessio Benavoli |
| 2010 | FUSION | Interval dominance based data association. | Alessio Benavoli |
| 2010 | IPMU | Restricting the IDM for Classification. | Giorgio Corani, Alessio Benavoli |
| 2009 | ECSQARU | Inference from Multinomial Data Based on a MLE-Dominance Criterion. | Alessio Benavoli, Cassio P. de Campos |
| 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 |
| 2008 | FUSION | Modelling uncertain implication rules in evidence theory. | Alessio Benavoli, Luigi Chisci, Alfonso Farina, Branko Ristic |
| 2007 | FUSION | An approach to threat assessment based on evidential networks. | Alessio Benavoli, Branko Ristic, Alfonso Farina, Martin Oxenham, Luigi Chisci |