Publications

You can also find my articles on my Google Scholar profile.

Journal Articles

Privacy-preserving LLM-based chatbots for hypertensive patient self-management

Published in Smart Health, 2025

Recommended citation: Montagna, Sara, Ferretti, Stefano, Klopfenstein, Lorenz Cuno, Ungolo, Michelangelo, Pengo, Martino Francesco, Aguzzi, Gianluca, Magnini, Matteo. (2025). "Privacy-preserving LLM-based chatbots for hypertensive patient self-management" Smart Health, 36.
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Open-source small language models for personal medical assistant chatbots

Published in Intelligence-Based Medicine, 2025

Recommended citation: Magnini, Matteo, Aguzzi, Gianluca, Montagna, Sara. (2025). "Open-source small language models for personal medical assistant chatbots" Intelligence-Based Medicine, 11.
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Large language models as oracles for instantiating ontologies with domain-specific knowledge

Published in Knowl. Based Syst., 2025

Recommended citation: Ciatto, Giovanni, Agiollo, Andrea, Magnini, Matteo, Omicini, Andrea. (2025). "Large language models as oracles for instantiating ontologies with domain-specific knowledge" Knowl. Based Syst., 310.
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Symbolic Knowledge Extraction and Injection with Sub-symbolic Predictors: A Systematic Literature Review

Published in ACM Comput. Surv., 2024

Recommended citation: Ciatto, Giovanni, Sabbatini, Federico, Agiollo, Andrea, Magnini, Matteo, Omicini, Andrea. (2024). "Symbolic Knowledge Extraction and Injection with Sub-symbolic Predictors: A Systematic Literature Review" ACM Comput. Surv., 56(6).
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Symbolic knowledge injection meets intelligent agents: QoS metrics and experiments

Published in Auton. Agents Multi Agent Syst., 2023

Recommended citation: Agiollo, Andrea, Rafanelli, Andrea, Magnini, Matteo, Ciatto, Giovanni, Omicini, Andrea. (2023). "Symbolic knowledge injection meets intelligent agents: QoS metrics and experiments" Auton. Agents Multi Agent Syst., 37(2).
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Symbolic knowledge extraction for explainable nutritional recommenders

Published in Comput. Methods Programs Biomed., 2023

Recommended citation: Magnini, Matteo, Ciatto, Giovanni, Cant\"urk, Furkan, Aydogan, Reyhan, Omicini, Andrea. (2023). "Symbolic knowledge extraction for explainable nutritional recommenders" Comput. Methods Programs Biomed., 235.
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Knowledge injection of Datalog rules via Neural Network Structuring with KINS

Published in J. Log. Comput., 2023

Recommended citation: Magnini, Matteo, Ciatto, Giovanni, Omicini, Andrea. (2023). "Knowledge injection of Datalog rules via Neural Network Structuring with KINS" J. Log. Comput., 33(8).
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Conference & Workshop Papers

Neuro-Symbolic AI for Supporting Chronic Disease Diagnosis and Monitoring

Published in IEEE International Conference on Pervasive Computing and Communications Workshops and other Affiliated Events, PerCom 2025 - Workshops, Washington DC, USA, March 17-21, 2025, 2025

Recommended citation: Magnini, Matteo, Ciatto, Giovanni, Kuru, Ahmet Emre, Sirocchi, Christel, Montagna, Sara. (2025). "Neuro-Symbolic AI for Supporting Chronic Disease Diagnosis and Monitoring".
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A Fine-Tuning Pipeline with Small Conversational Data for Healthcare Chatbot

Published in Artificial Intelligence in Medicine - 23rd International Conference, AIME 2025, Pavia, Italy, June 23-26, 2025, Proceedings, Part II, 2025

Recommended citation: Aguzzi, Gianluca, Magnini, Matteo, Pengo, Martino Francesco, Viroli, Mirko, Montagna, Sara. (2025). "A Fine-Tuning Pipeline with Small Conversational Data for Healthcare Chatbot", 15735.
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LLM-based Solutions for Healthcare Chatbots: a Comparative Analysis

Published in IEEE International Conference on Pervasive Computing and Communications Workshops and other Affiliated Events, PerCom 2024 - Workshops, Biarritz, France, March 11-15, 2024, 2024

Recommended citation: Montagna, Sara, Aguzzi, Gianluca, Ferretti, Stefano, Pengo, Martino Francesco, Klopfenstein, Lorenz Cuno, Ungolo, Michelangelo, Magnini, Matteo. (2024). "LLM-based Solutions for Healthcare Chatbots: a Comparative Analysis".
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Enforcing Fairness via Constraint Injection with FaUCI

Published in Proceedings of the 2nd Workshop on Fairness and Bias in AI co-located with 27th European Conference on Artificial Intelligence (ECAI 2024), Santiago de Compostela, Spain, October 20th, 2024, 2024

Recommended citation: Magnini, Matteo, Ciatto, Giovanni, Calegari, Roberta, Omicini, Andrea. (2024). "Enforcing Fairness via Constraint Injection with FaUCI", 3808.
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Applying Retrieval-Augmented Generation on Open LLMs for a Medical Chatbot Supporting Hypertensive Patients

Published in Proceedings of the 3rd AIxIA Workshop on Artificial Intelligence For Healthcare (HC@AIxIA 2024) co-located with the 23rd International Conference of the Italian Association for Artificial Intelligence (AIxIA 2024), Bolzano, Italy, 27-28 November 2024, 2024

Recommended citation: Aguzzi, Gianluca, Magnini, Matteo, Ferretti, Stefano, Salcuni, Giuseppe Pio, Montagna, Sara. (2024). "Applying Retrieval-Augmented Generation on Open LLMs for a Medical Chatbot Supporting Hypertensive Patients", 3880.
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An Empirical Study on the Robustness of Knowledge Injection Techniques Against Data Degradation

Published in Proceedings of the 25th Workshop "From Objects to Agents", Bard (Aosta), Italy, July 8-10, 2024, 2024

Recommended citation: Rafanelli, Andrea, Magnini, Matteo, Agiollo, Andrea, Ciatto, Giovanni, Omicini, Andrea. (2024). "An Empirical Study on the Robustness of Knowledge Injection Techniques Against Data Degradation", 3735.
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Matteo Magnini