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	Year	Authors	Title
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	2026	Alessio Benavoli, Felix Binder	Quantum Wiener architecture for quantum reservoir computing Physics Review A, 114(1), pp012433. DOI: https://doi.org/10.1103/ktt8-l2tw
	2026	Alessio Benavoli, Dario Azzimonti	A tutorial on learning from preferences and choices with Gaussian processes Foundations and Trends® in Machine Learning, 19(1), pp1-120. DOI: https://doi.org/10.1108/ftmal-03-2025-0124
	2026	Fiona Murphy and Alessio Benavoli	Constraint- and Score-Based Nonlinear Granger Causality Discovery with Kernels Machine Learning, 115(7), pp150. DOI: http://dx.doi.org/10.1007/s10994-026-07093-z
	2025	Fiona Murphy and Marina Navas Bachiller and Deirdre D™'Arcy and Alessio Benavoli	Gaussian process with dissolution spline kernel for in vitro dissolution testing Journal of the Royal Statistical Society Series C: Applied Statistics. DOI: http://dx.doi.org/10.1093/jrsssc/qlaf052
	2025	Alessio Benavoli and Alessandro Facchini and Marco Zaffalon	Connecting classical finite exchangeability to quantum theory and indistinguishability International Journal of Approximate Reasoning, pp109604. DOI: https://doi.org/10.1016/j.ijar.2025.109604
	2025	Alessio Benavoli and Alessandro Facchini and Marco Zaffalon	The AI off-switch problem as a signalling game: bounded rationality and incomparability International Symposium on Imprecise Probabilities: Theories and Applications (ISIPTA), 290, pp1--11
	2024	Branko Ristic and Alessio Benavoli and Sanjeev Arulampalam	Bayes'€™ Rule Using Imprecise Probabilities [Lecture Notes] IEEE Signal Processing Magazine, 41(1), pp67-71. DOI: http://dx.doi.org/10.1109/MSP.2023.3335893
	2024	Branko Ristic and Alessio Benavoli	Credal Valuation Network for Ongoing Threat Assessment International Conference on Information Fusion (FUSION), pp1--7. DOI: https://doi.org/10.23919/fusion59988.2024.10706493
	2024	Alessio Benavoli and Dario Azzimonti	Linearly Constrained Gaussian Processes are SkewGPs: application to Monotonic Preference Learning and Desirability Conference on Uncertainty in Artificial Intelligence (UAI)
	2024	James Waterson, Arash Negahdari Kia, Stuart Rolt, Norma Bargary, Samuel Garcia, Jeremy Robertson, Alessio Benavoli, David Bergström, Kevin Burke	Predictive models for intravenous infusion longevity via infusion pump event log analysis Journal of Critical Care, 81, pp154577-154577. DOI: https://doi.org/10.1016/j.jcrc.2024.154577
	2023	Alessio Benavoli and Alessandro Facchini and Marco Zaffalon	Closure operators, classifiers and desirability International Symposium on Imprecise Probability: Theories and Applications (ISIPTA)
	2023	Arianna Casanova and Alessio Benavoli and Marco Zaffalon	Nonlinear desirability as a linear classification problem International Journal of Approximate Reasoning, 152, pp1-32. DOI: https://doi.org/10.1016/j.ijar.2022.10.008
	2023	Ristic, Branko and Benavoli, Alessio and Arulampalam, Sanjeev	Credal Valuation Networks for Machine Reasoning Under Uncertainty IEEE Transactions on Artificial Intelligence, pp1-10. DOI: http://dx.doi.org/10.1109/TAI.2023.3247971
	2023	Alessio Benavoli and Dario Azzimonti and Dario Piga	Bayesian Optimization For Choice Data International Journal of Approximate Reasoning. DOI: http://dx.doi.org/10.1145/3583133.3596324
	2023	Branko Ristic and Alessio Benavoli and Alex Skvortsov	Robust target area search using sets of probabilities Digital Signal Processing, 142, pp104195. DOI: https://doi.org/10.1016/j.dsp.2023.104195
	2023	Alessio Benavoli and Dario Azzimonti and Dario Piga	Learning Choice Functions with Gaussian Processes Conference on Uncertainty in Artificial Intelligence (UAI), 216, pp141--151
	2023	Arash Kia and James Waterson and Norma Bargary and Stuart Rolt and Kevin Burke and Jeremy Robertson and Samuel Garcia and Alessio Benavoli and David Bergström	Determinants of Intravenous Infusion Longevity and Infusion Failure via a Nonlinear Model Analysis of Smart Pump Event Logs: Retrospective Study JMIR AI, 2. DOI: http://dx.doi.org/10.2196/48628
	2022	Almardeny, Yahya and Benavoli, Alessio and Boujnah, Noureddine and Naredo, Enrique	A Reinforcement Learning System for Generating Instantaneous Quality Random Sequences IEEE Transactions on Artificial Intelligence, pp1-1. DOI: http://dx.doi.org/10.1109/TAI.2022.3161893
	2022	Manuel Schuerch and Dario Azzimonti and Alessio Benavoli and Marco Zaffalon	Correlated Product of Experts for Sparse Gaussian Process Regression Machine Learning. DOI: http://dx.doi.org/10.1007/s10994-022-06297-3
	2022	Alessio Benavoli and Alessandro Facchini and Marco Zaffalon	Quantum indistinguishability through exchangeability International Journal of Approximate Reasoning, 151, pp389-412. DOI: https://doi.org/10.1016/j.ijar.2022.10.003
	2022	EANNA McGRATH, NICK MAHONY, NEIL FLEMING, ALESSIO BENAVOLI, and BERNARD DONNE	Prediction of Functional Threshold Power from Graded Exercise Test Data in Highly-Trained Individuals International Journal of Exercise Science, 15(4), pp747-759. DOI: https://doi.org/10.70252/djtu3106
	2021	Corani, Giorgio; Benavoli, Alessio; Augusto, Joao; Zaffalon, Marco	Time series forecasting with Gaussian Processes needs priors European Conference on Machine Learning and Principles and Practice of Knowledge Discovery in Databases ECML PKDD
	2021	Alessio Benavoli, Dario Azzimonti, Dario Piga	A unified framework for closed-form nonparametric regression, classification, preference and mixed problems with Skew Gaussian Processes Machine Learning. DOI: http://dx.doi.org/10.1007/s10994-021-06039-x
	2021	Alessio Benavoli and Dario Azzimonti and Dario Piga	Preferential Bayesian optimisation with Skew Gaussian Processes arXiv preprint arXiv:2008.06677. DOI: http://dx.doi.org/10.1145/3449726.3463128
	2021	Alessio Benavoli and Dario Azzimonti and Dario Piga	Preferential Bayesian optimisation with Skew Gaussian Processes Genetic and Evolutionary Computation Conference Companion (GECCO). DOI: http://dx.doi.org/10.1145/3449726.3463128
	2021	Kania, Lucas and Schürch, Manuel and Azzimonti, Dario and Benavoli, Alessio	Sparse Information Filter for Fast Gaussian Process Regression mation Filter for Fast Gaussian Process Regression, European Conference on Machine Learning and Principles and Practice of Knowledge Discovery in Databases ECML PKDD. DOI: https://doi.org/10.1007/978-3-030-86523-8_32
	2021	Benavoli, Alessio and Corani, Giorgio	State Space approximation of Gaussian Processes for time series forecasting
	2021	Alessio Benavoli and Cassio de Campos	Bayesian Kernelised Test of (In)dependence with Mixed-type Variables IEEE International Conference on Data Science and Advanced Analytics (DSAA)
	2021	Casanova, Arianna and Benavoli, Alessio and Zaffalon, Marco	Nonlinear Desirability as a Linear Classification Problem International Symposium on Imprecise Probability: Theories and Applications (ISIPTA)
	2021	Alessio Benavoli and Alessandro Facchini and Marco Zaffalon	Quantum indistinguishability through exchangeable desirable gambles International Symposium on Imprecise Probability: Theories and Applications (ISIPTA)
	2021	Benavoli A., Wyse J. and White A.	Gaussian Processes to speed up MCMC with automatic exploratory-exploitation effect PROBPROG
	2021	Benavoli , Alessio and Facchini, Alessandro and Zaffalon, Marco	The Weirdness Theorem and the Origin of Quantum Paradoxes Foundations of Physics, 51(95). DOI: http://dx.doi.org/10.1007/s10701-021-00499-w
	2021	Alessio Benavoli and Alessio Balleri and Alfonso Farina	Joint Waveform and Guidance Control Optimization by Statistical Linearisation for Target Rendezvous IEEE Radar Conference. DOI: https://doi.org/10.1109/radarconf2147009.2021.9455343
	2021	Benavoli, Alessio and Corani, Giorgio	State Space Approximation of Gaussian Processes for Time Series Forecasting European Conference on Machine Learning and Principles and Practice of Knowledge Discovery in Databases, pp21--35. DOI: https://doi.org/10.1007/978-3-030-91445-5_2
	2021	Alessio Benavoli, Cassio P. de Campos	Bayesian Independence Test with Mixed-type Variables , 7, pp1-13. DOI: https://doi.org/10.1109/dsaa53316.2021.9564124
	2020	Ristic, B.; Gilliam, C.; Byrne, M.; Benavoli, A.	A tutorial on uncertainty modeling for machine reasoning Information Fusion, 55, pp30 -44
	2020	Schürch, M.; Azzimonti, D.; Benavoli, A.; Zaffalon, M.	Recursive estimation for sparse Gaussian process regression Automatica, 120, pp109-127
	2020	Piga, D.; Bemporad, A.; Benavoli, A.	Rao-Blackwellized sampling for batch and recursive Bayesian inference of Piecewise Affine models Automatica, 117
	2020	Benavoli, A.; Azzimonti, D.; Piga, D.	Skew Gaussian processes for classification Machine Learning, 109, pp1877-1902
	2019	Piga, D. ; Benavoli, A.	Semialgebraic Outer Approximations for Set-Valued Nonlinear Filtering European Control Conference (ECC)
	2019	Alessio Benavoli, Alessandro Facchini, Dario Piga, Marco Zaffalon	Sum-of-squares for bounded rationality International Journal of Approximate Reasoning, pp130-152
	2019	Benavoli, A; Balleri, A; Farina, A	Joint Waveform and Guidance Control Optimization for Target Rendezvous IEEE Transactions on Signal Processing, 67(16), pp4357-4369
	2019	Benavoli, A. ; Facchini, A. ; Zaffalon, M.	Bernstein's socks, polynomial-time provable coherence and entanglement International Symposium on Imprecise Probability: Theories and Applications (ISIPTA)
	2019	Alessio Benavoli and Alessandro Facchini and Marco Zaffalon	Computational Complexity and the Nature of Quantum Mechanics (Extended version)
	2018	Benavoli, A.	Dual Probabilistic Programming PROBPROG 2018 The International Conference on Probabilistic Programmin
	2017	Alessio Benavoli, Alessandro Facchini, Marco Zaffalon	A Gleason-Type Theorem for Any Dimension Based on a Gambling Formulation of Quantum Mechanics Foundations of Physics
	2017	Benavoli, A. ; Corani, G. ; Demsar, J. ; Zaffalon, M.	Time for a change: a tutorial for comparing multiple classifiers through Bayesian analysis Journal of Machine Learning Research, 18(77), pp1-36
	2017	Corani, G.; Benavoli, A.; Demšar, J.; Mangili, F.; Zaffalon, M.	Statistical comparison of classifiers through Bayesian hierarchical modelling Machine Learning, pp1-21
	2017	Benavoli, A.; Facchini, A. ; Piga, D.; Zaffalon, M.	SOS for bounded rationality Proc. ISIPTA'17 Int. Symposium on Imprecise Probability: Theories and Applications,
	2017	Balleri, Alessio ; Farina, Alfonso ; Benavoli, Alessio	Coordination of optimal guidance law and adaptive radiated waveform for interception and rendezvous problems IET Radar, Sonar & Navigation

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