LMLuca MarconiHuman-Centered AI · Human–AI Interaction

Publications

Publications & Scholarly Contributions

Peer-reviewed journal articles, conference and workshop papers, book chapters, and selected scholarly contributions.

Selected contributions by research stream

Representative contributions across the research program

A curated view of representative outputs across the main research streams, followed by the complete publication record organized by publication type.

Interaction Quality & Human–AI Evaluation

Meaningful Human Oversight

Responsible AI Governance & Medical AI

AI in Education & Explainability

Journal Articles & Reviews

2026
Evaluating AI Research Quality in Myasthenia Gravis: A Longitudinal Study Using the CLARITY Framework (2020-2024)
Marconi, L., Pirovano, E., & Cabitza, F.
Journal of Medical Systems, 50(1), 10.
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2026
Assessing Interaction Quality in Human-AI Dialogue: An Integrative Review and Multi-Layer Framework for Conversational Agents
Marconi, L., Longo, L., & Cabitza, F.
Machine Learning and Knowledge Extraction, 8(2), 28 · Cover Article.
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2025
AI-induced Deskilling in Medicine: A Mixed-Method Review and Research Agenda for Healthcare and Beyond
Natali, C.*, Marconi, L.*, Dias Duran, L. D., & Cabitza, F.
Artificial Intelligence Review, 58(11), 356 · *Equal contribution.
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2025
Show and Tell: A Critical Review on Robustness and Uncertainty for a More Responsible Medical AI
Marconi, L., & Cabitza, F.
International Journal of Medical Informatics, 202, 105970.
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2025
Uncovering Hidden Subtypes in Dementia: An Unsupervised Machine Learning Approach to Dementia Diagnosis and Personalization of Care
Campagner, A., Marconi, L., Bianchi, E., Arosio, B., Rossi, P., Annoni, G., Lucchi, T. A., Montano, N., & Cabitza, F.
Journal of Biomedical Informatics, 165, 104799.
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2024
The Challenges and Promises of Artificial Intelligence in the Contemporary Society: A Critical Perspective
Marconi, L., & Cabitza, F.
Urbaniana University Journal / Euntes Docete, 2024(2), 83–104.
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Conference, Workshop & Proceedings Papers

2026
Evaluating Large Language Models as Academic Tutors: A Human-AI Collaboration Approach for Structured Literature Review
Marconi, L., Brasca, F., & Ferri, P. M.
HCI International 2025 – Late Breaking Papers, LNCS 16346, pp. 197–213.
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2026
Humans in the Group, Computers in the Coop: Comparison of Individual and Collective Improvement in Cognitive Tasks in Adjunct AI Settings
Natali, C., Marconi, L., Fregosi, C., & Cabitza, F.
Human Work Interaction Design, IFIP AICT 751, pp. 174–191.
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2025
Tutor or Mentor. A Comparative Usability Study of AI Roles in Higher Education
Marconi, L., & Cabitza, F.
AIED 2025, Part III, CCIS 2592, pp. 201–208 · CORE A.
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2024
CLARITY AI: A Comprehensive Checklist Integrating Established Frameworks for Enhanced Research Quality in Medical AI Studies
Marconi, L., Pirovano, E., & Cabitza, F.
HC@AIxIA 2024, CEUR Workshop Proceedings 3880, pp. 1–14.
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2022
Discovering the Unknown Suggestion: A Short Review on Explainability for Recommender Systems
Marconi, L., Matamoros Aragon, R. A., & Epifania, F.
AIABI 2022, CEUR Workshop Proceedings 3463, pp. 1–15.
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2022
A Modified CNN for Age and Gender Prediction
Ali, D., Epifania, F., Ahmed, N., Khan, B., Marconi, L., & Matamoros Aragon, R. A.
AIABI 2022, CEUR Workshop Proceedings 3463, pp. 1–7.
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2021
Explainable Attentional Neural Recommendations for Personalized Social Learning
Marconi, L., Matamoros Aragon, R. A., Zoppis, I., Manzoni, S., Mauri, G., & Epifania, F.
AIxIA 2020 – Advances in Artificial Intelligence, LNCS 12414, pp. 67–79.
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2021
Enhancing Teachers-AI Collaboration: Human Computer Interaction Techniques for Recommender Systems in Educational Platforms
Matamoros Aragon, R. A., Marconi, L., Zoppis, I., Manzoni, S., Mauri, G., & Musiu, E.
DIDAMATiCA 2021.
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2021
Recognition of Skin Diseases and Exanthema with Deep Learning Techniques
Crinieri, A., Terzi, L., Ruggeri, F., Matamoros Aragon, R. A., Epifania, F., & Marconi, L.
AIABI 2021, CEUR Workshop Proceedings 3102.
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2021
CMS Optimization with Deep Learning Techniques
Schiaffino, A., Reina, M., Matamoros Aragon, R. A., Epifania, F., Ruggeri, F., Castrignano, I. M., & Marconi, L.
AIABI 2021, CEUR Workshop Proceedings 3102.
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2021
KCRS: KClustering Recommender System for Component Configuration
Monticelli, M., Matamoros Aragon, R. A., Epifania, F., Marconi, L., & De Simone, A.
AIABI 2021, CEUR Workshop Proceedings 3102.
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2020
Approaching Explainable Recommendations for Personalized Social Learning: The Current Stage in the Educational Platform “WhoTeach”
Marconi, L., Matamoros Aragon, R. A., Zoppis, I., Manzoni, S., Mauri, G., & Epifania, F.
Italian Workshop on Explainable Artificial Intelligence 2020, CEUR 2742, pp. 104–111.
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2020
Attentional Neural Mechanisms for Social Recommendations in Educational Platforms
Zoppis, I., Manzoni, S., Mauri, G., Matamoros Aragon, R. A., Marconi, L., & Epifania, F.
CSEDU 2020, vol. 1, pp. 111–117.
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2019
Optimized Social Explanation for Educational Platforms
Zoppis, I., Dondi, R., Manzoni, S., Mauri, G., Marconi, L., & Epifania, F.
CSEDU 2019, vol. 1, pp. 85–91.
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2016
Forecasting Out-of-the-Ordinary Financial Events
Brambilla, M., Greco, D., Marchesini, S., Marconi, L., Mazuran, M., Morlacchi Bonfanti, M., Negrini, A., & Tanca, L.
FINREC 2016, CEUR Workshop Proceedings 1606, pp. 11–15.
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Book Chapters

2023
AI, the Overall Picture
Marconi, L.
In F. Cecconi (Ed.), AI in the Financial Markets: New Algorithms and Solutions, pp. 13–37. Springer.
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2023
Opinion Dynamics
Marconi, L.
In F. Cecconi (Ed.), AI in the Financial Markets: New Algorithms and Solutions, pp. 117–135. Springer.
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Other Scholarly Contributions

2026
(Il fatto). Intelligenza artificiale e riconoscimento facciale: tra fatto, norma e interpretazione
Cabitza, F., & Marconi, L.
In G. Della Morte (Ed.), L’intelligenza artificiale tra fatto e norma. Giuffrè Francis Lefebvre, pp. 115–137.
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2026
Apprendere con l’intelligenza artificiale: trasformazioni dell’esperienza educativa nelle giovani generazioni
Marconi, L., & Cabitza, F.
Emotional Futurescapes, IULM University.
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Edited Proceedings

2023
Proceedings of the 2nd Italian Workshop on Artificial Intelligence and Applications for Business and Industries (AIABI 2022)
Epifania, F., Marconi, L., Matamoros Aragon, R. A., Rosati, R., Frontoni, E., & Romeo, L. (Eds.).
CEUR Workshop Proceedings, vol. 3463.
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2021
Proceedings of the 1st Italian Workshop on Artificial Intelligence and Applications for Business and Industries (AIABI 2021)
Epifania, F., & Marconi, L. (Eds.).
CEUR Workshop Proceedings, vol. 3102.
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