Foto del docente

Matteo Magnini

Dottorando

Dipartimento di Informatica - Scienza e Ingegneria

Tutor didattico

Dipartimento di Informatica - Scienza e Ingegneria

Settore scientifico disciplinare: ING-INF/05 SISTEMI DI ELABORAZIONE DELLE INFORMAZIONI

Pubblicazioni

Aguzzi, G.; Magnini, M.; Pengo, M. F.; Viroli, M.; Montagna, S., A Fine-Tuning Pipeline with Small Conversational Data for Healthcare Chatbot, in: Artificial Intelligence in Medicine. AIME 2025, GEWERBESTRASSE 11, CHAM, CH-6330, SWITZERLAND, Springer Science and Business Media Deutschland GmbH, «LECTURE NOTES IN COMPUTER SCIENCE», 2025, 15735, pp. 1 - 5 (atti di: 23rd International Conference on Artificial Intelligence in Medicine, AIME 2025, Pavia, Italy, June 23–26, 2025) [Contributo in Atti di convegno]

Magnini, Matteo; Squarcialupi, Riccardo; Sterri, Martin T.; Ozaki, Ana, Actively Learning EL Terminologies from Large Language Models, in: ECAI 2025, «FRONTIERS IN ARTIFICIAL INTELLIGENCE AND APPLICATIONS», 2025, pp. 1792 - 1799 (atti di: 28th European Conference on Artificial Intelligence (ECAI 2025), Bologna, Italy, 25/10/2025 – 30/10/2025) [Contributo in Atti di convegno]

Ciatto, Giovanni; Agiollo, Andrea; Magnini, Matteo; Omicini, Andrea, Large language models as oracles for instantiating ontologies with domain-specific knowledge, «KNOWLEDGE-BASED SYSTEMS», 2025, 310, Article number: 112940, pp. 1 - 22 [articolo]Open Access

Magnini, Matteo; Aguzzi, Gianluca; Montagna, Sara, Open-source small language models for personal medical assistant chatbots, «INTELLIGENCE-BASED MEDICINE», 2025, 11, Article number: 100197, pp. 1 - 9 [articolo]Open Access

Montagna, Sara; Ferretti, Stefano; Klopfenstein, Lorenz Cuno; Ungolo, Michelangelo; Pengo, Martino Francesco; Aguzzi, Gianluca; Magnini, Matteo, Privacy-preserving LLM-based chatbots for hypertensive patient self-management, «SMART HEALTH», 2025, 36, Article number: 100552, pp. 1 - 13 [articolo]Open Access

Aguzzi, G.; Magnini, M.; Farahmand, A.; Ferretti, S.; Pengo, M. F.; Montagna, S., RAG-Enhanced Open SLMs for Hypertension Management Chatbots, «JOURNAL OF MEDICAL SYSTEMS», 2025, 49, Article number: 159, pp. 1 - 15 [articolo]

Magnini, Matteo; Ozaki, Ana; Squarcialupi, Riccardo, Actively Learning Ontologies from LLMs: First Results (Extended Abstract), in: Proceedings of the 37th International Workshop on Description Logics (DL 2024), Bergen, Norway, June 18-21, 2024, Aachen, CEUR-WS.org, 2024, 3739, pp. 1 - 6 (atti di: 37th International Workshop on Description Logics (DL 2024), Bergen, Norway, 18-21 June 2024) [atti di convegno-abstract]

Andrea Rafanelli, Matteo Magnini, Andrea Agiollo, Giovanni Ciatto, Andrea Omicini, An Empirical Study on the Robustness of Knowledge Injection Techniques Against Data Degradation, in: WOA 2024 – 25th Workshop "From Objects to Agents 2024", Sun SITE Central Europe, RWTH Aachen University, «CEUR WORKSHOP PROCEEDINGS», 2024, 3735, pp. 20 - 32 (atti di: WOA 2024 – 25th Workshop "From Objects to Agents 2024", Bard, AO, Italy, 8-10 July 2024) [Contributo in Atti di convegno]Open Access

Aguzzi, G.; Magnini, M.; Salcuni, G. P.; Ferretti, S.; Montagna, S., Applying Retrieval-Augmented Generation on Open LLMs for a Medical Chatbot Supporting Hypertensive Patients, in: Proceedings of the 3rd AIxIA Workshop on Artificial Intelligence ForHealthcare (HC@AIxIA 2024) co-located with the 23rd InternationalConference of the Italian Association for Artificial Intelligence(AIxIA 2024), Bolzano, Italy, 27-28 November 2024, CEUR-WS.org, «CEUR WORKSHOP PROCEEDINGS», 2024, 3880, pp. 189 - 201 (atti di: 3rd AIxIA Workshop on Artificial Intelligence ForHealthcare (HC@AIxIA 2024) co-located with the 23rd InternationalConference of the Italian Association for Artificial Intelligence(AIxIA 2024), Bolzano, Italy, 27-28 November 2024) [Contributo in Atti di convegno]Open Access

Magnini, Matteo; Ciatto, Giovanni; Calegari, Roberta; Omicini, Andrea, Enforcing Fairness via Constraint Injection with FaUCI, in: AEQUITAS 2024: Fairness and Bias in AI, Aachen, CEUR-WS, «CEUR WORKSHOP PROCEEDINGS», 2024, 3808, pp. 1 - 13 (atti di: AEQUITAS 2024: Fairness and Bias in AI – Workshop @ ECAI 2024, Santiago de Compostela, Spain, 20 October 2024) [Contributo in Atti di convegno]Open Access

Montagna S.; Aguzzi G.; Ferretti S.; Pengo M.F.; Klopfenstein L.C.; Ungolo M.; Magnini M., LLM-based Solutions for Healthcare Chatbots: a Comparative Analysis, in: 2024 IEEE International Conference on Pervasive Computing and Communications Workshops and other Affiliated Events, PerCom Workshops 2024, 345 E 47TH ST, NEW YORK, NY 10017 USA, Institute of Electrical and Electronics Engineers Inc., 2024, pp. 346 - 351 (atti di: 2024 IEEE International Conference on Pervasive Computing and Communications Workshops and other Affiliated Events, PerCom Workshops 2024, fra, 2024) [Contributo in Atti di convegno]

Giovanni Ciatto, Federico Sabbatini, Andrea Agiollo, Matteo Magnini, Andrea Omicini, Symbolic Knowledge Extraction and Injection with Sub-symbolic Predictors: A Systematic Literature Review, «ACM COMPUTING SURVEYS», 2024, 56, Article number: 161, pp. 1 - 35 [articolo]Open Access

Giovanni Ciatto, Matteo Magnini, Berk Bezcu, Reyhan Aydogan, Andrea Omicini, A General-Purpose Protocol for Multi-Agent based Explanations, in: Explainable and Transparent AI and Multi-Agent Systems. EXTRAAMAS 2023., Cham, Springer, «LECTURE NOTES IN COMPUTER SCIENCE», 2023, 14127, pp. 38 - 58 (atti di: 5th International Workshop on EXplainable and TRAnsparent AI and Multi-Agent Systems (EXTRAAMAS 2023), London, UK, 29/5/2023—2/6/2023) [Contributo in Atti di convegno]Open Access

Matteo Magnini, Giovanni Ciatto, Andrea Omicini, Bridging Symbolic and Sub-Symbolic AI: Towards Cooperative Transfer Learning in Multi-Agent Systems, in: AIxIA 2022 Discussion Papers, Aachen, Sun SITE Central Europe, RWTH Aachen University, «CEUR WORKSHOP PROCEEDINGS», 2023, 3419, pp. 12 - 22 (atti di: Discussion Papers – 22nd International Conference of the Italian Association for Artificial Intelligence (AIxIA 2022 DP), Udine, Italy, 28 November 2022 – 2 December 2022) [Contributo in Atti di convegno]Open Access

Matteo Magnini, Giovanni Ciatto, Andrea Omicini, Knowledge injection of Datalog rules via Neural Network Structuring with KINS, «JOURNAL OF LOGIC AND COMPUTATION», 2023, 33, pp. 1832 - 1850 [articolo]