Our research is published in top venues, including IEEE, ACM, Springer, and Elsevier journals and conferences.
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Featured Publications
Towards Trustworthy Autonomous Systems: Taxonomies and Future Perspectives
F. Flammini, C. Alcaraz, E. Bellini, S. Marrone, J. Lopez, A. Bondavalli
IEEE Transactions on Emerging Topics in Computing, 2022
DOI | Trustworthy AI | Survey
Towards a Taxonomy for the Opacity of AI Systems
A. Facchini, A. Termine
Philosophy and Theory of Artificial Intelligence (PTAI 2021), Springer, 2022
DOI | Explainable AI | Philosophy
Probabilistic Modelling for Trustworthy Artificial Intelligence in Drone-Supported Autonomous Wheelchairs
F. Corradini, F. Flammini, A. Antonucci
Proceedings of the First International Symposium on Trustworthy Autonomous Systems (TAS ’23), ACM, 2023
DOI | REXASI-PRO | Autonomous Systems
Publications by Research Area
Explainable AI (XAI)
Addressing Social Misattributions of Large Language Models: An HCXAI-based Approach
A. Ferrario, A. Termine, A. Facchini
ACM CHI Workshop on Human-Centered Explainable AI (HCXAI24), 2024
arXiv
Experts or Authorities? The Strange Case of the Presumed Epistemic Superiority of Artificial Intelligence Systems
A. Ferrario, A. Facchini, A. Termine
Minds & Machines, 2024
DOI
Machine Learning Explanations by Surrogate Causal Models (MaLESCaMo)
A. Termine, A. Antonucci, A. Facchini
1st XAI World Conference, XAI 2023, Springer, 2023
Modelling accuracy and trustworthiness of explaining agents
A. Termine, G. Primiero, F.A. D’Asaro
Logic, Rationality, and Interaction (LORI 2021), Springer, 2021
DOI
Trustworthy Machine Learning
Imprecise Probabilistic Model Checking for Stochastic Multi-agent Systems
A. Termine, A. Antonucci, G. Primiero, A. Facchini
SN Computer Science, 2023
DOI
Robust model checking with imprecise Markov reward models
A. Termine, A. Antonucci, A. Facchini, G. Primiero
International Symposium on Imprecise Probability (ISIPTA), 2021
Paper
Logic and model checking by imprecise probabilistic interpreted systems
A. Termine, A. Antonucci, G. Primiero, A. Facchini
Multi-Agent Systems (EUMAS 2021), Springer, 2021
DOI
Autonomous Systems Safety
Safe Road-Crossing by Autonomous Wheelchairs: a Novel Dataset and its Evaluation
C. Grigioni, F. Corradini, A. Antonucci, J. Guzzi, F. Flammini
SAFECOMP 2024 Workshops, Springer, 2024
DOI
Experimental Evaluation of Road-Crossing Decisions by Autonomous Wheelchairs against Environmental Factors
F. Corradini, C. Grigioni, A. Antonucci, J. Guzzi, F. Flammini
Intelligent Transport Systems (INTSYS 2024), Springer, 2024
DOI
Cybersecurity for Safety: Risk Assessment of Autonomous Cyber-Physical Systems
S. Perone, L. Faramondi, S. Guarino, R. Setola, M. Nobili, F. Flammini, F. Corradini
IEEE International Conference on Cyber Security and Resilience (CSR), 2024
DOI
Balancing Accuracy and Interpretability in Multi-Sensor Fusion through Dynamic Bayesian Networks
F. Corradini, C. Grigioni, A. Antonucci, J. Guzzi, F. Flammini
TRUST-AI Workshop, ECAI 2025, 2025
AI Ethics
Designing for Complementarity: A Conceptual Framework to Go Beyond the Current Paradigm of Using XAI in Healthcare
E. Rubegni, O. Ayoub, S.M.R. Rizzo, M. Barbero, G. Bernegger, F. Faraci, F. Mangili, E. Soldini, P. Trimboli, A. Facchini
HCI International 2024
arXiv
Causality Problems in Machine Learning Systems
A. Termine, G. Primiero
Routledge Handbook of Causality and Causal Methods, 2024
Smart Transportation and Railways
Conflict detection and resolution in IoT-Enabled railway systems using Petri nets
S. Kumawat, S. Gupta, F. Flammini
Journal of Rail Transport Planning & Management, 2025
DOI
Data-Driven Anomaly Detection in Smart-Railways through Self-Adaptation, Process Mining, and Digital Twins
F. Flammini
IEEE International Conference on Big Data, 2024
DOI
A study on the application of convolutional neural networks for the maintenance of railway tracks
M.J. Pappaterra, M.L. Pappaterra, F. Flammini
Discover Artificial Intelligence, 2024
DOI
A Review of Intelligent Infrastructure Surveillance to Support Safe Autonomy in Smart-Railways
M.J. Pappaterra, F. Flammini
IEEE 26th International Conference on Intelligent Transportation Systems (ITSC), 2023
DOI
A Two-Level Fusion Framework for Cyber-Physical Anomaly Detection
S. Guarino, F. Vitale, F. Flammini, L. Faramondi, N. Mazzocca, R. Setola
IEEE Transactions on Industrial Cyber-Physical Systems, 2024
DOI
Process Mining for Digital Twin Development of Industrial Cyber-Physical Systems
F. Vitale, S. Guarino, F. Flammini, L. Faramondi, N. Mazzocca, R. Setola
IEEE Transactions on Industrial Informatics, 2024
DOI
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