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publications
A view to a KILL: knowledge injection via lambda layer
Published in Proceedings of the 23rd Workshop "From Objects to Agents", Genova, Italy, September 1-3, 2022, 2022
Recommended citation: Magnini, Matteo, Ciatto, Giovanni, Omicini, Andrea. (2022). "A view to a KILL: knowledge injection via lambda layer", 3261.
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Bridging Symbolic and Sub-Symbolic AI: Towards Cooperative Transfer Learning in Multi-Agent Systems
Published in Proceedings of the Discussion Papers - 22nd International Conference of the Italian Association for Artificial Intelligence (AIxIA 2022 DP), Udine, Italy, November 28 - December 2, 2022, 2022
Recommended citation: Magnini, Matteo, Ciatto, Giovanni, Omicini, Andrea. (2022). "Bridging Symbolic and Sub-Symbolic AI: Towards Cooperative Transfer Learning in Multi-Agent Systems", 3419.
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KINS: Knowledge Injection via Network Structuring
Published in Proceedings of the 37th Italian Conference on Computational Logic, Bologna, Italy, June 29 - July 1, 2022, 2022
Recommended citation: Magnini, Matteo, Ciatto, Giovanni, Omicini, Andrea. (2022). "KINS: Knowledge Injection via Network Structuring", 3204.
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On the Design of PSyKI: A Platform for Symbolic Knowledge Injection into Sub-symbolic Predictors
Published in Explainable and Transparent AI and Multi-Agent Systems - 4th International Workshop, EXTRAAMAS 2022, Virtual Event, May 9-10, 2022, Revised Selected Papers, 2022
Recommended citation: Magnini, Matteo, Ciatto, Giovanni, Omicini, Andrea. (2022). "On the Design of PSyKI: A Platform for Symbolic Knowledge Injection into Sub-symbolic Predictors", 13283.
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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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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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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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Actively Learning Ontologies from LLMs: First Results (Extended Abstract)
Published in Proceedings of the 37th International Workshop on Description Logics (DL 2024), Bergen, Norway, June 18-21, 2024, 2024
Recommended citation: Magnini, Matteo, Ozaki, Ana, Squarcialupi, Riccardo. (2024). "Actively Learning Ontologies from LLMs: First Results (Extended Abstract)", 3739.
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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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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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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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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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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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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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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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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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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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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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talks
On the Design of PSyKI: a Platform for Symbolic Knowledge Injection into Sub-Symbolic Predictors
Published:
Dive into Symbolic Knowledge Extraction & Injection: gentle introduction and technologies
Published:
Bridging Symbolic and Sub-Symbolic AI: Towards Cooperative Transfer Learning in Multi-Agent Systems
Published:
Large Language Models as Oracles for Instantiating Ontologies with Domain-Specific Knowledge
Published:
An Empirical Study on the Robustness of Knowledge Injection Techniques Against Data Degradation
Published:
teaching
Teaching Assistant for ‘Fondamenti di Informatica’
Bachelor's Course, University of Bologna, 2022
Computer architecture, representation of information, algorithms and data structures, C programming language.
Teaching Assistant for Distributed Systems
Master's Course, University of Bologna, 2022
Asynchronous programming, distributed principles and architectures, consensus algorithms, ReSTfull web-services, containers, agent-based technologies and middlewares.
Teaching Assistant for ‘Fondamenti di Informatica’
Bachelor's Course, University of Bologna, 2023
Computer architecture, representation of information, algorithms and data structures, C programming language.
Teaching Assistant for Distributed Systems
Master's Course, University of Bologna, 2023
Asynchronous programming, distributed principles and architectures, consensus algorithms, ReSTfull web-services, containers, agent-based technologies and middlewares.
Teaching Assistant for Distributed Systems
Master's Course, University of Bologna, 2024
Asynchronous programming, distributed principles and architectures, consensus algorithms, ReSTfull web-services, containers, agent-based technologies and middlewares.
Teaching Assistant for ‘Fondamenti di Informatica’
Bachelor's Course, University of Bologna, 2025
Computer architecture, representation of information, algorithms and data structures, C programming language.
Teaching Assistant for Distributed Systems
Master's Course, University of Bologna, 2025
Asynchronous programming, distributed principles and architectures, consensus algorithms, ReSTfull web-services, containers, agent-based technologies and middlewares.