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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

Authors: Matteo Magnini and Giovanni Ciatto and Andrea Omicini
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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

Authors: Matteo Magnini and Giovanni Ciatto and Andrea Omicini
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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

Authors: Matteo Magnini and Giovanni Ciatto and Andrea Omicini
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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

Authors: Matteo Magnini and Giovanni Ciatto and Andrea Omicini
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A General-Purpose Protocol for Multi-agent Based Explanations

Published in Explainable and Transparent AI and Multi-Agent Systems - 5th International Workshop, EXTRAAMAS 2023, London, UK, May 29, 2023, Revised Selected Papers, 2023

Authors: Giovanni Ciatto and Matteo Magnini and Berk Buzcu and Reyhan Aydogan and Andrea Omicini
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Knowledge injection of Datalog rules via Neural Network Structuring with KINS

Published in J. Log. Comput., 2023

Authors: Matteo Magnini and Giovanni Ciatto and Andrea Omicini
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Symbolic knowledge extraction for explainable nutritional recommenders

Published in Comput. Methods Programs Biomed., 2023

Authors: Matteo Magnini and Giovanni Ciatto and Furkan Cantürk and Reyhan Aydogan and Andrea Omicini
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Symbolic knowledge injection meets intelligent agents: QoS metrics and experiments

Published in Auton. Agents Multi Agent Syst., 2023

Authors: Andrea Agiollo and Andrea Rafanelli and Matteo Magnini and Giovanni Ciatto and Andrea Omicini
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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

Authors: Matteo Magnini and Ana Ozaki and Riccardo Squarcialupi
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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

Authors: Andrea Rafanelli and Matteo Magnini and Andrea Agiollo and Giovanni Ciatto and Andrea Omicini
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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

Authors: Gianluca Aguzzi and Matteo Magnini and Stefano Ferretti and Giuseppe Pio Salcuni and Sara Montagna
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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

Authors: Matteo Magnini and Giovanni Ciatto and Roberta Calegari and Andrea Omicini
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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

Authors: Sara Montagna and Gianluca Aguzzi and Stefano Ferretti and Martino Francesco Pengo and Lorenz Cuno Klopfenstein and Michelangelo Ungolo and Matteo Magnini
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Symbolic Knowledge Extraction and Injection with Sub-symbolic Predictors: A Systematic Literature Review

Published in ACM Comput. Surv., 2024

Authors: Giovanni Ciatto and Federico Sabbatini and Andrea Agiollo and Matteo Magnini and Andrea Omicini
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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

Authors: Gianluca Aguzzi and Matteo Magnini and Martino Francesco Pengo and Mirko Viroli and Sara Montagna
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Actively Learning EL Terminologies from Large Language Models

Published in ECAI 2025, 2025

Authors: Magnini, Matteo and Squarcialupi, Riccardo and Sterri, Martin T. and Ozaki, Ana
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Automated Machine Learning to Enhance Knowledge Retrieval in Retrieval-Augmented Generation Pipelines

Published in Artificial Intelligence for Healthcare, and Hybrid Models for Coupling Deductive and Inductive Reasoning - First International Joint Conference, HC@AIxIA+HYDRA 2025, Bologna, Italy, October 25-26, 2025, Proceedings, 2025

Authors: Matteo Magnini and Gianluca Aguzzi and Leonardo Sanna and Simone Magnolini and Patrizio Bellan and Mauro Dragoni and Sara Montagna
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Large language models as oracles for instantiating ontologies with domain-specific knowledge

Published in Knowl. Based Syst., 2025

Authors: Giovanni Ciatto and Andrea Agiollo and Matteo Magnini and Andrea Omicini
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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

Authors: Matteo Magnini and Giovanni Ciatto and Ahmet Emre Kuru and Christel Sirocchi and Sara Montagna
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Open-source small language models for personal medical assistant chatbots

Published in Intelligence-Based Medicine, 2025

Authors: Matteo Magnini and Gianluca Aguzzi and Sara Montagna
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Privacy-preserving LLM-based chatbots for hypertensive patient self-management

Published in Smart Health, 2025

Authors: Sara Montagna and Stefano Ferretti and Lorenz Cuno Klopfenstein and Michelangelo Ungolo and Martino Francesco Pengo and Gianluca Aguzzi and Matteo Magnini
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RAG-Enhanced Open SLMs for Hypertension Management Chatbots

Published in J. Medical Syst., 2025

Authors: Gianluca Aguzzi and Matteo Magnini and Aqila Farahmand and Stefano Ferretti and Martino Francesco Pengo and Sara Montagna
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Intelligent Agents from Symbolic to Neurosymbolic Systems: The Quest for Integration

Published in The Agents Journey: Twenty-Five Years of Multi-agent Systems, 2026

Authors: Agiollo, Andrea and Calegari, Roberta and Ciatto, Giovanni and Magnini, Matteo and Omicini, Andrea and Sabbatini, Federico
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Performant and Small: Can We Have Both? SLMs on Mobile Devices for Healthcare Chatbots

Published in IEEE International Conference on Pervasive Computing and Communications Workshops and other Affiliated Events, PerCom 2026 - Workshops, Pisa, Italy, March 16-20, 2026, 2026

Authors: Aqila Farahmand and Sara Montagna and Alessandro Bogliolo and Stefano Ferretti and Matteo Magnini
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Unfair Inequality in Education: A Benchmark for AI-Fairness Research

Published in Scientific Data, 2026

Authors: Joseph Giovanelli and Matteo Magnini and Giovanni Ciatto and Angel S. Marrero and Andrea Borghesi and Gustavo A. Marrero and Roberta Calegari
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