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Ital-IA 2025: Trieste, Italy
- Luca Manzoni, Luca Bortolussi, Giulia Cisotto, Fabio Anselmi:

Joint Proceedings of the Thematic Workshops at Ital-IA 2025 colocated with the 5th National Conference on Artificial Intelligence, organized by CINI (Ital-IA 2025), Trieste, Italy, June 23-24, 2025. CEUR Workshop Proceedings 4121, CEUR-WS.org 2025
Workshop 1: Responsible and Trustworthy AI
- Leonardo Arrighi, Matheus Camilo da Silva, Sylvio Barbon Junior:

End-to-end explainability of machine learning pipelines with decision predicate graphs: a financial scenario case study. - Antonio Rodà, Silvana Badaloni:

Why does AI seem to have a problem with women? - Marina Ceccon, Giandomenico Cornacchia, Davide Dalle Pezze, Alessandro Fabris, Gian Antonio Susto:

Is Underrepresentation overemphasized? A study of data bias and algorithmic fairness. - Miriana Calvano, Antonio Curci, Rosa Lanzilotti, Antonio Piccinno:

FrameSAI: a three-layer framework to create symbiotic AI systems. - Giulio Rossolini, Wesam Abbasi, Federico Nesti, Andrea Saracino, Alessandro Biondi, Giorgio C. Buttazzo:

Research on trustworthy and secure AI at the RETIS Lab, SSSUP. - Gianvincenzo Alfano, Sergio Greco, Domenico Mandaglio, Francesco Parisi, Reza Shahbazian, Irina Trubitsyna:

Theoretical basis and computational complexity of semifactual explanations. - Giuseppe Riccardo Leone, Andrea Carboni, Giulio Del Corso, Silvia Gravili, Davide Moroni, Maria Antonietta Pascali, Sara Colantonio:

Towards trustworthy AI in the public transport domain. - Antonio Emanuele Cinà, Maura Pintor, Luca Demetrio, Ambra Demontis, Battista Biggio, Fabio Roli:

Evaluating the evaluators: trust in adversarial robustness tests. - Piercosma Bisconti Lucidi, Lidia Marassi, Stefano Marrone, Domenico Bloisi, Daniele Nardi, Carlo Sansone:

Responsible and reliable AI @ CINI AI-IS. - Stefano Buzi, Simona Cacace, Andrea Loreggia, Nadia Maccabiani, Giorgio Pedrazzi, Mattia Savardi, Alberto Signoroni, Laura Zoboli:

Advancing trustworthy in AI: mission and research lines at the TRAIL Lab.
Workshop 2: AI and Sustainability
- Luca Marzari, Francesco Trotti, Francesco Dal Santo, Amirhossein Zhalehmehrabi, Celeste Veronese, Davide Villaboni, Federico Bianchi, Daniele Meli, Alberto Castellini, Alessandro Farinelli:

Enhancing safety and explainability of reinforcement learning agents for environmental monitoring tasks. - Matteo Tortora, Giulia Romoli, Valerio Guarrasi, Rosa Sicilia, Francesco Conte, Federico Silvestro, Paolo Soda:

Towards a sustainable future: AI-powered solutions in agriculture and green energy. - Federica Adobbati, Lorenzo Bonin, Gianpiero Cossarini, Valeria Di Biagio, Fábio Giordano, Paolo Lazzari, Luca Manzoni, Stefano Piani, Marco Reale, Stefano Salon, Cosimo Solidoro, Stefano Querin:

Applications of deep learning super-resolution methods for coastal ocean modelling. - Luigi Pontieri, Pietro Sabatino, Francesco Scala:

AI for sustainability should be sustainable in its own: results from project FAIR-Spoke 9. - Luca Marzari, Francesco Leofante, Enrico Marchesini:

Explaining reinforcement learning policies for power grid operations. - Loris Belcastro, Riccardo Cantini, Fabrizio Marozzo, Alessio Orsino, Domenico Talia, Paolo Trunfio:

Advancing green and fair AI: a research perspective on environmental and social sustainability. - Antonio Galli, Antonino Ferraro, Vincenzo Moscato, Lidia Marassi, Carlo Sansone, Stefano Marrone, Antonio Elia Pascarella:

Advancing sustainable AI: research perspectives from the CINI-AIIS Lab at Federico II. - Pietro Patrizio Ciro Aucelli, Francesco Camastra, Angelo Ciaramella, Emanuel Di Nardo, Alessio Ferone, Antonio Maratea, Raffaele Montella, Antonino Staiano:

Requirements analysis in ARCAD-IA project. - Luca Puzzoli, Gabriele Sbaiz, Luca Manzoni:

Multi-objective particle swarm optimization for environmental risk/benefit analysis with pre-assignment strategy. - Eros Radicchi, Usman Syed, Federico Cunico, Michele Cassetta, Uzair Khan, Paolo Marone, Alberto Scarsini, Filiberto Semenzin, Francesco Enrichi, Francesco Setti, Adolfo Speghini, Marco Cristani:

AI4Materials: a manifesto for AI-driven scientific discovery in materials science.
Workshop 3: AI for Public Administration
- Pierfrancesco Bellini, Stefano Bilotta, Enrico Collini, Marco Fanfani, Luciano Alessandro Ipsaro Palesi, Paolo Nesi, Gianni Pantaleo:

AI for public administrations: research at UNIFI DISIT Lab. - Francesco Recanati:

Small Language Models for Public Administration: Towards Sustainable, Trustworthy, and Transparent AI Systems. - Gianluca Amato, Marcello Costantini, Luca Di Vita, Francesca Ferri, Paolo Melchiorre, Maria Chiara Meo, Francesca Scozzari, Matteo Vitali:

Enabling research collaboration with AI: the BI4E experience with large language models. - Natalia Pichierri, Daniele Margiotta, Andriy Shcherbakov, Danilo Croce, Roberto Basili:

Neural technologies for predictive analytics in tourism governance processes. - Davide Vandelli, Sara Tonelli, Pietro Marzani, Alessio Palmero Aprosio:

AI-supported certification of family-friendly organizations. - Luigi Asprino, Aldo Gangemi, David Grassi, Giorgia Lodi, Nicola Mallogi, Elettra Morini, Maria-Teresa Sagri, Eniko Tolvay:

Towards an ontology network for Italian educational institutions. - Gaetano Riccio:

Generative artificial intelligence in public administration: an integrated framework for regulatory compliance, ethical governance, and digital transformation. - Monica Palmirani, Michele Corazza, Generoso Longo, Salvatore Sapienza, Pier Francesco Bresciani, Faria Ferooz:

Prediction of unconstitutional index of Italian bills.
Workshop 4: AI for Health and Medicine
- Iuliana Malina Grigore, Azin Moradbeikie, Sylvio Barbon Junior:

Detecting anomalies in healthcare processes: a k-NN graph-based approach. - Germano Ammirata, Salvatore Contino, Luca Cruciata, Irene Siragusa, Roberto Pirrone:

Advances in AI for health and medicine @ Computer-Human Interaction Laboratory (CHILab). - Martina Casari, Giovanni Bonisoli, Laura Po:

Lively Ageing: an integrated system of services and technologies to enhance the well-being of elderly. - Davide Cantoro, Angela-Tafadzwa Shumba, Gianluigi Semeraro, Mattia Cotardo, Davide Rollo, Teodoro Montanaro, Ilaria Sergi, Massimo De Vittorio, Luigi Patrono:

Modeling and analyzing non-IID data in federated learning based ECG arrhythmia detection scenarios. - Raffaele Manna, Giulia Speranza, Maria Pia di Buono, Gianmarco Troia, Giovanni Vizzini:

SICURA: a symbiotic AI system to support pharmacological management. - Eriberto Andrea Franchi, Elena De Momi, Alberto Redaelli:

Federated approach for glioblastoma radiogenomic methylation classification. - Simone Bove, Rosanna Ferrara, Martino Giaquinto, Gennaro Percannella, Alessia Saggese, Mattia Sarno, Francesco Tortorella, Mario Vento:

Artificial intelligence in digital medicine across biomedical signal processing and medical imaging. - Giulia Cisotto, Shayan Sharifi, Shahla Sadeghzadehdarandash, Leonardo Badia:

Feature importance via Shapley values in random forests for sleep apnea and hypopnea detection. - Rosa Carotenuto, Viviana Pentangelo, Antonio Della Porta, Fabio Palomba:

Transparent machine learning for type 1 diabetes diagnosis from gene expression data. - Giovanni Mancini, Antonio Visconti, Luigi Libero Lucio Starace, Sergio Di Martino, Daniel Riccio:

Towards resilient ocular anomaly detection for health monitoring. - Mariano Barone, Domenico Benfenati, Salvatore Capuozzo, Giovanni Maria De Filippis, Adriano De Simone, Simona Fioretto, Kyriakos Kristofer Georgiou, Michela Gravina, Julian Gortz, Lidia Marassi, Stefano Marrone, Enea Vincenzo Napolitano, Valeria Panzetta, Giuseppe Pontillo, Giuseppe Riccio, Antonio Romano, Cristiano Russo, Carmela Russo, Cristian Tommasino, Mariano Sirignano, Konstantinos Siettos, Elio Masciari, Antonio Maria Rinaldi, Paolo Antonio Netti, Vincenzo Moscato, Carlo Sansone:

Transforming healthcare with AI: the work of CINI-AIIS at Federico II University. - Fabio Rinaldi, Andrea Franchini, Roberta Noseda, Oscar Lithgow-Serrano, Joseph Cornelius, Lorenzo Ruinelli, Amos Colombo, Sandra Mitrovic, Alessandro Ceschi:

Health-related NLP activities at IDSIA. - Daniel Riccio, Francesco Longobardi, Mara Sangiovanni, Maria Frucci, Nadia Brancati, Mariacarla Staffa, Lorenzo D'Errico, Antonio Ciccarelli:

HEMERA: H&E-to-HER2 encoding for morphology-enhanced region annotation. - Marco Cafiso, Andrea Carboni, Claudia Caudai, Sara Colantonio, Francesco Conti, Mario D'Acunto, Said Daoudagh, Giulio Del Corso, Danila Germanese, Giacomo Ignesti, Gianmarco Lazzini, Giuseppe Riccardo Leone, Massimo Magrini, Davide Moroni, Francesca Pardini, Maria Antonietta Pascali, Paolo Paradisi, Federico Volpini:

Leveraging AI for signal and image analysis in medicine and health. - Ijaz Ahmad, Alessia Amelio, Daniela Cardone, Eliezer Zahid Gill, Francesca Scozzari:

Explainability in breast cancer detection. - Michele Rispoli, Francesco Salton, Andrea Rocca, Paola Confalonieri, Marco Confalonieri, Alberto d'Onofrio, Luca Manzoni:

Understanding and extrapolating from healthcare data through machine learning: a case study on a COVID-19 Dataset. - Andrea Santomauro, Ivan Gallesio, Xhorxhi Kaci, Giorgio Leonardi, Luigi Portinale:

Automatic radiology report generation: evaluating the alignment of NLP metrics with radiologist assessment. - Michela Quadrini, Michele Loreti, Mattia Luciani, Ivano Corradetti, Carboni Matteo, Stefano Vagnoni:

A comparative study of speech-to-text for Italian. - Gabriele De Vito, Filomena Ferrucci, Athanasios Angelakis:

Enhancing medication safety with LLMs. - Rosa Sicilia, Fatih Aksu, Alessandro Bria, Alice Natalina Caragliano, Camillo Maria Caruso, Ermanno Cordelli, Arianna Francesconi, Valerio Guarrasi, Giulio Iannello, Guido Manni, Massimiliano Mantegna, Giustino Marino, Daniele Molino, Elena Mulero Ayllon, Filippo Ruffini, Linlin Shen, Matteo Tortora, Paolo Soda:

Next-gen health: from multimodal AI to foundation models. - Gabriele Lozupone, Marco Cantone, Emanuele Nardone, Cesare Davide Pace, Ciro Russo, Alessandro Bria, Tiziana D'Alessandro, Claudio De Stefano, Francesco Fontanella, Claudio Marrocco, Mario Molinara, Alessandra Scotto di Freca:

UniCas research initiatives in medicine and healthcare. - Alberto Signoroni, Mattia Savardi:

MediMint: medical imaging and multimodal intelligence laboratory. - Kevin Roitero, Davide Volpi, Riccardo Lunardi, Mihai Horia Popescu, Vincenzo Della Mea:

Improving medical code classification for death certificates using ontology-adapted contrastive loss in BERT models. - Vincenzo Auletta, Francesco Cauteruccio, Diodato Ferraioli, Grazia Ferrara:

Some research directions for multi-agent systems in medicine and health. - Francesco Festa, Antonio Della Porta, Viviana Pentangelo, Fabio Palomba:

From rules to reports: enhancing diabetes prediction interpretability with anchor and LLMs. - Carmen Guzmán-García, Monica Mordonini, Stefano Cagnoni:

AI-driven applications for diagnostic, clinical decision support and prevention in cardiology, orthopedics, and oncology. - Alessio Ansuini, Alberto Cazzaniga, Edith Natalia Villegas Garcia, Michele Alessi, Federico Barone, Stefano Cozzini, Francesca Cuturello, Fiorella Fabris, Valerio Piomponi, Lucrezia Valeriani, Ruggero Lot, Marco Prenassi:

AI and data science research in life science, system biology and medicine.
Workshop 5: AI for Industry
- Luigi Portinale, Giorgio Leonardi, Stefania Montani, Simone Garau, Guido Noce, Mario Brumini, Enrico Ottaviano:

Efficient transformer-based identification of defects in fasteners. - Francesco Giuliari, Asif Khan Pattan, Mohamed Lamine Mekhalfi, Fabio Poiesi:

An analysis of vision-language models for fabric retrieval. - Marco Moltisanti, Ketty Cantone, Antonino Lopes, Emanuele Ragusa, Rosario Leonardi, Francesco Ragusa, Antonino Furnari, Giovanni Maria Farinella:

Egocentric human-object interaction in industrial scenarios: a case study. - Daniele Di Mauro, Francesco Ragusa, Antonino Furnari, Giovanni Maria Farinella:

Spatial understanding for industry. - Alessandro Cimatti, Fabio Antonelli, Luisa Bentivogli, Marco Cristoforetti, Andrea Micheli, Fabio Poiesi, Fabio Remondino, Angelo Susi, Stefano Tonetta:

AI for industry at FBK. - Mario Molinara, Alessandro Bria, Domenico Capriglione, Tiziana D'Alessandro, Claudio De Stefano, Luigi Ferrigno, Francesco Fontanella, Fabrizio Marignetti, Claudio Marrocco, Alessio Miele, Filippo Milano, Hamza Mustafa, Vincenzo Rega, Alessandra Scotto di Freca, Luca Cicala, Sara Parrilli, Mariano Focareta, Giuseppe Meoli, Michele Vitelli, Carmine Bourelly, Andrea Amodei:

AI for environmental, energy, and IoT applications: UniCas industrial research highlights. - Antonio Galli, Flora Amato, David Carlini, Alessandro Del Prete, Sofia Dutto, Narendra Patwardhan, Stefano Marrone, Vincenzo Moscato, Gabriele Piantadosi, Carlo Sansone, Marco Valle:

Bridging AI and industry: research and innovation from the CINI-AIIS Lab at Federico II University. - Pietro Catalano, Angelo Ciaramella, Pietro D'Ambrosio, Aniello De Prisco, Michele Di Capua, Luigi Ferraro, Salvatore Moscariello, Pasquale Perillo:

The SmarTwin project, an intelligent digital supply chain twin. - Mohammad AzariJafari, Luisa Mich, Michele Missikoff:

An agentic AI for a new paradigm in business process development. - Teodoro Baldazzi, Luigi Bellomarini, Emanuel Sallinger:

Reasoning in the financial space with the vadalog system. - Aniello Somma, Sergio Di Meglio, Fabio Scippacercola, Ermanno Battista, Sergio Di Martino, Luigi Libero Lucio Starace:

MYCAMPANIA.TRAVEL: leveraging generative AI to enhance digital travel experiences. - Stefano Bistarelli, Marco Cuccarini:

AI and tourism: a chatbot for small and medium enterprises in the tourism sector. - Bruno Vento, Cristian Cerasuolo, Andrea Vincenzo Ricciardi, Domenico Rocco, Stefano Saldutti, Antonio Vitale:

AI-VaS: empowering edge video analytics with cloud-based services. - Behzad Pirouz, Francesca Guerriero:

Renewable energy management in industry using AI and system simulation. - Martina Di Bratto, Antonio Origlia, Jaime Llorca, Andrea Detti, Alessandro Mauro, Marco Grazioso, Vincenzo Norman Vitale, Valentina Russo, Azzurra Mancini, Alessandro Perrino, Nicholas Napolitano, Giovanni Della Corte, Antonia Maria Tulino, Sergio Piane, Margherita Tennirelli:

Automatic positioning of AI microservices on NextG networks to support interactive holograms.
Workshop 6: AI for Cybersecurity
- Bianca Perasso, Ludovico Lozza, Andrea Ponte, Luca Demetrio, Luca Oneto, Fabio Roli:

Empirical quantification of spurious correlations in malware detection. - Eron Ponce Pereira, Azin Moradbeikie, Bruno Bogaz Zarpelão, Sylvio Barbon Junior:

Learning to explain cyberattacks: insights from random forest and decision predicate graphs. - Andrea Augello, Alessandra De Paola, Giuseppe Lo Re, Gioacchino Zangara:

Federated hyperdimensional ensembles for mobile malware detection. - Stefano Silvestri, Emanuele Damiano, Raffaele Guarasci, Mario Ciampi:

Towards explainability framework for cybersecurity domain: a case study using NER. - Gabriele Nicolò Costa, Alessandra De Paola, Salvatore Drago, Pierluca Ferraro, Giuseppe Lo Re:

A concept drift stream generator for intrusion detection systems. - Claudio Giusti, Mirko Casu, Luca Guarnera, Sebastiano Battiato:

Causal prototype attention classifier: an interpretable model for credit card fraud detection under extreme class imbalance. - Rocco Ascone, Firas Ben Ramdhane, Luca Manzoni, Giuliamaria Menara, Gloria Pietropolli:

Constructing cryptographic primitives with evolutionary computation and cellular automata. - Giacomo Benedetti, Luca Caviglione, Carmela Comito, Daniela Gallo, Alberto Falcone, Massimo Guarascio, Angelica Liguori, Giuseppe Manco, Francesco Sergio Pisani, Ettore Ritacco, Antonino Rullo:

Large language models in the software supply chain: challenges and opportunities. - Giulia Orrù, Guido Colaiacovo, Sara Concas, Antonio Galli, Vincenzo Gattulli, Michela Gravina, Stefano Marrone, Marco Micheletto, Wanda Nocerino, Angela Procaccino, Giovanni Puglisi, Lucia Sarcinella, Enrico Santoro, Grazia Terrone, Alessandro Valenti, Donatella Curtotti, Donato Impedovo, Gian Luca Marcialis, Carlo Sansone:

The BullyBuster Research Center: a multidisciplinary approach to digital and social violence. - Roberto Canonico, Annalisa Navarro, Simon Pietro Romano, Giancarlo Sperlì, Andrea Vignali:

Artificial intelligence in cybersecurity: activities of the CINI-AIIS Lab at University of Naples Federico II.
Workshop 7: AI and Robotics
- Pasquale De Marinis, Gennaro Vessio, Giovanna Castellano:

Intelligent drones with vision technology for sustainable weed mapping in precision agriculture. - Marco La Cascia, Liliana Lo Presti:

Spherical vision for mobile robotics. - Eric Medvet, Giorgia Nadizar, Michel El Saliby, Francesco Rusin, Berfin Sakallioglu:

Investigating the mechanisms of embodied intelligence with evolvable modular soft robots. - Cosimo Distante, Vishali Mankina, André P. D. de Araújo, Luiz Marcos Garcia Gonçalves, Esteban Clua, Arturo Argentieri:

I-BOAT: an autonomous sailboat to monitor the state of the seas. - Giuseppe De Simone, Pasquale Foggia, Francesco Rosa, Alessia Saggese, Mario Vento:

Evolving roles of intelligent robots in social and industrial domains. - Vincenzo Solfrizzi, Claudia Chiapparino, Giovanna Castellano, Berardina Nadja De Carolis, Davide Lofrese, Giuseppe Palestra, Aurora Toma, Loredana Perla, Stefania Massaro, Maria Teresa Santacroce, Giuseppe De Simone, Alessia Saggese, Mario Vento:

SISTER: social robots to support biopsychosocial frailty.
Workshop 8: Generative AI
- Davide Ponzini, Giovanni Adorni, Daniele D'Agostino, Giorgio Delzanno, Giovanna Guerrini:

A methodological approach for applications of generative AI to support students and teachers. - Alessio Ansuini, Lorenzo Basile, Federica Bazzocchi, Matteo Biagetti, Alberto Cazzaniga, Stefano Cozzini, Francesca Cuturello, Diego Doimo, Yuri Gardinazzi, Ruggero Lot, Francesco Ortu, Emanuele Panizon, Valerio Piomponi, Tommaso Rodani, Alessandro Serra, Niccolò Tosato, Lucrezia Valeriani:

Geometry, topology and mechanistic interpretability of large scale AI models. - Ivan Letteri, Pierpaolo Vittorini, Tamsir Jobe:

Towards sustainable computation: synergizing LLM heat recovery and algorithmic trading for energy-efficient AI systems. - Marco Mesiti, Emanuele Cavalleri, Matteo Castagna, Paolo Perlasca, Darya Shlyk:

Prompt engineering approaches for working with biomedical knowledge graphs through LLMs. - Giovanni Pinna, Damiano Ravalico, Luigi Rovito, Luca Manzoni, Andrea De Lorenzo:

Improving LLM-generated code via genetic improvement: a summary of recent advances. - Gaetano Dibenedetto, Elio Musacchio, Marco Polignano, Pasquale Lops:

AI, spot me! Multimodal models in the gym. - Giovanna Castellano, Emanuele Colonna, Nicola Fanelli, Lucrezia Laraspata, Ivan Rinaldi, Alberto G. Valerio, Gennaro Vessio:

Generative AI across modalities: insights from our research on domain-aware content generation. - Valerio Guarrasi, Francesco Di Feola, Giulio Ianello, Irene Iele, Linlin Shen, Massimiliano Mantegna, Daniele Molino, Elena Mulero Ayllon, Ludovica Pompilio, Aurora Rofena, Marco Salmè, Rosa Sicilia, Matteo Tortora, Paolo Soda:

Medicine without boundaries: generative AI for translating medical data across modalities. - Giovanni Adorni, Ilaria Torre, Gianni Viardo Vercelli, Daniele Zolezzi:

Prompting the future: educator competencies and case-based innovation for GenAI in higher education. - Nicolò Taggio, Elio Musacchio, Pierpaolo Basile, Flavio D'Ippolito, Domenico Monaco, Nicola Nicastro, Marco Polignano, Lucia Siciliani, Giovanni Semeraro:

SAI4EO: generative AI for Earth observation tasks. - Roberto Zanoli, Alessandro Dal Pozzo, Alberto Maria Matassoni, Manuela Speranza, Ravi Kiran Chikkala, Bernardo Magnini:

Assessing large multimodal models on complex technical and procedural documents. - Alberto Moccardi, Egidia Cirillo, Cristina Davino, Mattia Fonisto, Francesco Gargiulo, Rajib Chandra Ghosh, Ojasvi Gupta, Rajesh R. Jaiswal, Roberto La Rovere, Lidia Marassi, Zahida Mashaallah, Narendra Patwardhan, Gian Marco Orlando, Domenico Benfenati, Giovanni Maria De Filippis, Antonio Elia Pascarella, Diego Russo, Cristiano Russo, Cristian Tommasino, Stefano Marrone, Flora Amato, Antonio Maria Rinaldi, Vincenzo Moscato, Carlo Sansone:

Generative AI: developments, applications, and responsible practices. - Chiara Gallese:

Teaching with Generative AI: Ethical Human-AI Co-Creation as an Innovative Legal Education Methodology. - Emanuele Ballarin, Francesco Giacomarra, Andrea Mecchina, Nicholas Andrea Pearson:

Demystifying Generative AI: A Pedagogical Approach. - Pierpaolo Vittorini, Ivan Letteri, Tamsir Jobe:

Adaptation, automated feedback, engagement, and effectiveness in learning data science: a summary of five years of research. - Bernardo Magnini, Roberto Zanoli, Michele Resta, Martin Cimmino, Paolo Albano, Marco Madeddu, Viviana Patti:

Evaluating large language models on Italian tasks.
Workshop 9: AI, Misinformation and Disinformation
- Lidia Marassi, Narendra Patwardhan, Stefano Marrone, Carlo Sansone:

Misinformation and disinformation in AI: the PICUS Lab experience. - David La Barbera, Gian Carlo Milanese, Georgios Peikos, Gabriella Pasi, Marco Viviani:

Beyond binary classification: ranking for information access in misinformation contexts.

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