MAGNINI, MATTEO
MAGNINI, MATTEO
DISI - DIPARTIMENTO DI INFORMATICA - SCIENZA E INGEGNERIA
Dottorandi
A Fine-Tuning Pipeline with Small Conversational Data for Healthcare Chatbot
2025 Aguzzi, G.; Magnini, M.; Pengo, M. F.; Viroli, M.; Montagna, S.
Actively Learning EL Terminologies from Large Language Models
2025 Magnini, Matteo; Squarcialupi, Riccardo; Sterri, Martin T.; Ozaki, Ana
Large language models as oracles for instantiating ontologies with domain-specific knowledge
2025 Ciatto, Giovanni; Agiollo, Andrea; Magnini, Matteo; Omicini, Andrea
Open-source small language models for personal medical assistant chatbots
2025 Magnini, Matteo; Aguzzi, Gianluca; Montagna, Sara
Privacy-preserving LLM-based chatbots for hypertensive patient self-management
2025 Montagna, Sara; Ferretti, Stefano; Klopfenstein, Lorenz Cuno; Ungolo, Michelangelo; Pengo, Martino Francesco; Aguzzi, Gianluca; Magnini, Matteo
RAG-Enhanced Open SLMs for Hypertension Management Chatbots
2025 Aguzzi, G.; Magnini, M.; Farahmand, A.; Ferretti, S.; Pengo, M. F.; Montagna, S.
Actively Learning Ontologies from LLMs: First Results (Extended Abstract)
2024 Magnini, Matteo; Ozaki, Ana; Squarcialupi, Riccardo
An Empirical Study on the Robustness of Knowledge Injection Techniques Against Data Degradation
2024 Andrea Rafanelli, Matteo Magnini, Andrea Agiollo, Giovanni Ciatto, Andrea Omicini
Applying Retrieval-Augmented Generation on Open LLMs for a Medical Chatbot Supporting Hypertensive Patients
2024 Aguzzi, G.; Magnini, M.; Salcuni, G. P.; Ferretti, S.; Montagna, S.
Enforcing Fairness via Constraint Injection with FaUCI
2024 Magnini, Matteo; Ciatto, Giovanni; Calegari, Roberta; Omicini, Andrea
LLM-based Solutions for Healthcare Chatbots: a Comparative Analysis
2024 Montagna S.; Aguzzi G.; Ferretti S.; Pengo M.F.; Klopfenstein L.C.; Ungolo M.; Magnini M.
Symbolic Knowledge Extraction and Injection with Sub-symbolic Predictors: A Systematic Literature Review
2024 Giovanni Ciatto, Federico Sabbatini, Andrea Agiollo, Matteo Magnini, Andrea Omicini
A General-Purpose Protocol for Multi-Agent based Explanations
2023 Giovanni Ciatto, Matteo Magnini, Berk Bezcu, Reyhan Aydogan, Andrea Omicini
Bridging Symbolic and Sub-Symbolic AI: Towards Cooperative Transfer Learning in Multi-Agent Systems
2023 Matteo Magnini, Giovanni Ciatto, Andrea Omicini
Knowledge injection of Datalog rules via Neural Network Structuring with KINS
2023 Magnini, Matteo; Ciatto, Giovanni; Omicini, Andrea
Symbolic knowledge extraction for explainable nutritional recommenders
2023 Matteo Magnini, Giovanni Ciatto, Furkan Cantürk, Reyhan Aydoğan, Andrea Omicini
Symbolic Knowledge Injection meets Intelligent Agents: QoS metrics and experiments
2023 Andrea Agiollo, Andrea Rafanelli, Matteo Magnini, Giovanni Ciatto, Andrea Omicini
A view to a KILL: Knowledge Injection via Lambda Layer
2022 Matteo Magnini, Giovanni Ciatto, Andrea Omicini
KINS: Knowledge Injection via Network Structuring
2022 Matteo Magnini, Giovanni Ciatto, Andrea Omicini
On the Design of PSyKI: a Platform for Symbolic Knowledge Injection into Sub-Symbolic Predictors
2022 Matteo Magnini, Giovanni Ciatto, Andrea Omicini
| Titolo | Autore(i) | Anno | Periodico | Editore | Tipo | File |
|---|---|---|---|---|---|---|
| A Fine-Tuning Pipeline with Small Conversational Data for Healthcare Chatbot | Aguzzi, G.; Magnini, M.; Pengo, M. F.; Viroli, M.; Montagna, S. | 2025-01-01 | - | Springer Science and Business Media Deutschland GmbH | 4.01 Contributo in Atti di convegno | paper_46.pdf |
| Actively Learning EL Terminologies from Large Language Models | Magnini, Matteo; Squarcialupi, Riccardo; Sterri, Martin T.; Ozaki, Ana | 2025-01-01 | - | - | 4.01 Contributo in Atti di convegno | 2025-actively-learning-el-terminologies-from-llms.pdf |
| Large language models as oracles for instantiating ontologies with domain-specific knowledge | Ciatto, Giovanni; Agiollo, Andrea; Magnini, Matteo; Omicini, Andrea | 2025-01-01 | KNOWLEDGE-BASED SYSTEMS | - | 1.01 Articolo in rivista | 1-s2.0-S0950705124015740-main.pdf |
| Open-source small language models for personal medical assistant chatbots | Magnini, Matteo; Aguzzi, Gianluca; Montagna, Sara | 2025-01-01 | INTELLIGENCE-BASED MEDICINE | - | 1.01 Articolo in rivista | 1-s2.0-S2666521224000644-main-6.pdf |
| Privacy-preserving LLM-based chatbots for hypertensive patient self-management | Montagna, Sara; Ferretti, Stefano; Klopfenstein, Lorenz Cuno; Ungolo, Michelangelo; Pengo, Martin...o Francesco; Aguzzi, Gianluca; Magnini, Matteo | 2025-01-01 | SMART HEALTH | - | 1.01 Articolo in rivista | 1-s2.0-S2352648325000133-main.pdf |
| RAG-Enhanced Open SLMs for Hypertension Management Chatbots | Aguzzi, G.; Magnini, M.; Farahmand, A.; Ferretti, S.; Pengo, M. F.; Montagna, S. | 2025-01-01 | JOURNAL OF MEDICAL SYSTEMS | - | 1.01 Articolo in rivista | s10916-025-02297-7.pdf |
| Actively Learning Ontologies from LLMs: First Results (Extended Abstract) | Magnini, Matteo; Ozaki, Ana; Squarcialupi, Riccardo | 2024-01-01 | - | CEUR-WS.org | 4.02 Riassunto (Abstract) | - |
| An Empirical Study on the Robustness of Knowledge Injection Techniques Against Data Degradation | Andrea Rafanelli, Matteo Magnini, Andrea Agiollo, Giovanni Ciatto, Andrea Omicini | 2024-01-01 | - | Sun SITE Central Europe, RWTH Aachen University | 4.01 Contributo in Atti di convegno | paper_02.pdf |
| Applying Retrieval-Augmented Generation on Open LLMs for a Medical Chatbot Supporting Hypertensive Patients | Aguzzi, G.; Magnini, M.; Salcuni, G. P.; Ferretti, S.; Montagna, S. | 2024-01-01 | - | CEUR-WS.org | 4.01 Contributo in Atti di convegno | paper17.pdf |
| Enforcing Fairness via Constraint Injection with FaUCI | Magnini, Matteo; Ciatto, Giovanni; Calegari, Roberta; Omicini, Andrea | 2024-01-01 | - | CEUR-WS | 4.01 Contributo in Atti di convegno | paper8.pdf |
| LLM-based Solutions for Healthcare Chatbots: a Comparative Analysis | Montagna S.; Aguzzi G.; Ferretti S.; Pengo M.F.; Klopfenstein L.C.; Ungolo M.; Magnini M. | 2024-01-01 | - | Institute of Electrical and Electronics Engineers Inc. | 4.01 Contributo in Atti di convegno | - |
| Symbolic Knowledge Extraction and Injection with Sub-symbolic Predictors: A Systematic Literature Review | Giovanni Ciatto, Federico Sabbatini, Andrea Agiollo, Matteo Magnini, Andrea Omicini | 2024-01-01 | ACM COMPUTING SURVEYS | - | 1.01 Articolo in rivista | 3645103.pdf |
| A General-Purpose Protocol for Multi-Agent based Explanations | Giovanni Ciatto, Matteo Magnini, Berk Bezcu, Reyhan Aydogan, Andrea Omicini | 2023-01-01 | - | Springer | 4.01 Contributo in Atti di convegno | pyxmas-extraamas-2023.pdf |
| Bridging Symbolic and Sub-Symbolic AI: Towards Cooperative Transfer Learning in Multi-Agent Systems | Matteo Magnini, Giovanni Ciatto, Andrea Omicini | 2023-01-01 | - | Sun SITE Central Europe, RWTH Aachen University | 4.01 Contributo in Atti di convegno | paper2.pdf |
| Knowledge injection of Datalog rules via Neural Network Structuring with KINS | Magnini, Matteo; Ciatto, Giovanni; Omicini, Andrea | 2023-01-01 | JOURNAL OF LOGIC AND COMPUTATION | - | 1.01 Articolo in rivista | pre-print.pdf |
| Symbolic knowledge extraction for explainable nutritional recommenders | Matteo Magnini, Giovanni Ciatto, Furkan Cantürk, Reyhan Aydoğan, Andrea Omicini | 2023-01-01 | COMPUTER METHODS AND PROGRAMS IN BIOMEDICINE | - | 1.01 Articolo in rivista | 1-s2.0-S0169260723002018-main.pdf |
| Symbolic Knowledge Injection meets Intelligent Agents: QoS metrics and experiments | Andrea Agiollo, Andrea Rafanelli, Matteo Magnini, Giovanni Ciatto, Andrea Omicini | 2023-01-01 | AUTONOMOUS AGENTS AND MULTI-AGENT SYSTEMS | - | 1.01 Articolo in rivista | s10458-023-09609-6.pdf |
| A view to a KILL: Knowledge Injection via Lambda Layer | Matteo Magnini, Giovanni Ciatto, Andrea Omicini | 2022-01-01 | - | Sun SITE Central Europe, RWTH Aachen University | 4.01 Contributo in Atti di convegno | - |
| KINS: Knowledge Injection via Network Structuring | Matteo Magnini, Giovanni Ciatto, Andrea Omicini | 2022-01-01 | - | Sun SITE Central Europe (CEUR), Technical University of Aachen (RWTH) | 4.01 Contributo in Atti di convegno | paper_25.pdf |
| On the Design of PSyKI: a Platform for Symbolic Knowledge Injection into Sub-Symbolic Predictors | Matteo Magnini, Giovanni Ciatto, Andrea Omicini | 2022-01-01 | - | Springer | 4.01 Contributo in Atti di convegno | ski-extraamas-2022.pdf |