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Fosca Giannotti · SciRah

Researcher profile · Semantic Scholar

Fosca Giannotti

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Fosca Giannotti — researcher profile on SciRah

h-index: 8
Works: 43
Citations: 1,049

Most-cited papers

Artiﬁcial Intelligence
Dino Pedreschi, Luca Pappalardo, Emanuele Ferragina, Ricardo Baeza-Yates +14 more
2019554 citations
Semantic Scholar
Trustworthy AI
Raja Chatila, V. Dignum, Michaela Fisher, Fosca Giannotti +3 more
2020COMAD/CODS277 citations
Semantic Scholar
Towards Transparent Healthcare: Advancing Local Explanation Methods in Explainable Artificial Intelligence
C. Metta, Andrea Beretta, Roberto Pellungrini, Salvatore Rinzivillo +1 more
2024Bioengineering65 citations Open access
Semantic Scholar
Advancing Dermatological Diagnostics: Interpretable AI for Enhanced Skin Lesion Classification
C. Metta, Andrea Beretta, Riccardo Guidotti, Yuan Yin +3 more
2024Diagnostics31 citations Open access
Semantic Scholar
Learning and actioning general principles of cancer cell drug sensitivity
F. Carli, Pierluigi DiChiaro, M. Morelli, C. Arora +17 more
2025Nature Communications24 citations Open access
Semantic Scholar
Hybrid Retrieval for Hallucination Mitigation in Large Language Models: A Comparative Analysis
C. Mala, Gizem Gezici, Fosca Giannotti
2025arXiv.org18 citations
Semantic Scholar
Learning and actioning general principles of cancer cell drug sensitivity
F. Carli, Pierluigi DiChiaro, M. Morelli, C. Arora +17 more
2024bioRxiv16 citations Open access
Semantic Scholar
Deferring Concept Bottleneck Models: Learning to Defer Interventions to Inaccurate Experts
Andrea Pugnana, Riccardo Massidda, Francesco Giannini, Pietro Barbiero +5 more
2025Neural Information Processing Systems12 citations
Semantic Scholar
Mathematical Foundation of Interpretable Equivariant Surrogate Models
Jacopo Colombini, F. Bonchi, Francesco Giannini, Fosca Giannotti +2 more
2025xAI6 citations
Semantic Scholar
Perspectives in Play: A Multi-Perspective Approach for More Inclusive NLP Systems
Benedetta Muscato, Lucia C. Passaro, Gizem Gezici, Fosca Giannotti
2024International Joint Conference on Artificial Intelligence6 citations Open access
Semantic Scholar
Embracing Diversity: A Multi-Perspective Approach with Soft Labels
Benedetta Muscato, Praveen Bushipaka, Gizem Gezici, Lucia C. Passaro +2 more
2025HHAI5 citations
Semantic Scholar
Exploring Large Language Models Capabilities to Explain Decision Trees
Paulo Bruno S. Serafim, Pierluigi Crescenzi, Gizem Gezici, Eleonora Cappuccio +2 more
2024HHAI5 citations Open access
Semantic Scholar
Introduction to Special Issue on Trustworthy Artificial Intelligence
Roberta Calegari, Fosca Giannotti, Francesca Pratesi, Michela Milano
2024ACM Computing Surveys5 citations Open access
Semantic Scholar
Introduction to Special Issue on Trustworthy Artificial Intelligence (Part II)
Roberta Calegari, Fosca Giannotti, Michela Milano, Francesca Pratesi
2025ACM Computing Surveys4 citations Open access
Semantic Scholar
Proceedings of the First Workshop on Trustworthy Natural Language Processing
Zheng Tang, M. Surdeanu, M. A. Valenzuela-Escarcega, Ö. Babur +496 more
20214 citations Open access
Semantic Scholar
Counterfactual ensembles for interpretable churn prediction: from real-world to privacy-preserving synthetic data
Samuele Tonati, Marzio Di Vece, Fosca Giannotti, Roberto Pellungrini
2025Machine-mediated learning3 citations Open access
Semantic Scholar
Ensemble Counterfactual Explanations for Churn Analysis
Samuele Tonati, Marzio Di Vece, Roberto Pellungrini, Fosca Giannotti
2024IFIP Working Conference on Database Semantics3 citations Open access
Semantic Scholar
The 18 Th European Conference on Machine Learning
L. De Raedt, S. Nijssen, Marzena Kryszkiewicz, Hiroki Arimura +30 more
20073 citations
Semantic Scholar
Seeing All Sides: Multi-Perspective In-Context Learning for Subjective NLP
Benedetta Muscato, Yue Li, Gizem Gezici, Zhixue Zhao +1 more
2026Conference of the European Chapter of the Association for Computational Linguistics2 citations Open access
Semantic Scholar
MAINLE: A Multi-Agent, Interactive, Natural Language Local Explainer of Classification Tasks
Paulo Bruno S. Serafim, Romulo F. Férrer, S. Freitas, Gizem Gezici +3 more
2025ECML/PKDD2 citations
Semantic Scholar
HHAI 2024: Hybrid Human AI Systems for the Social Good - Proceedings of the Third International Conference on Hybrid Human-Artificial Intelligence, Malmö, Sweden, 10-14 June 2024
Benedetta Muscato, Praveen Bushipaka, Gizem Gezici, Lucia C. Passaro +1 more
2024HHAI2 citations Open access
Semantic Scholar
Conversational XAI: Formalizing Its Basic Design Principles
Marco Garofalo, Alessia Fantini, Roberto Pellungrini, Giovanni Pilato +2 more
2023PKDD/ECML Workshops2 citations
Semantic Scholar
Towards Synergistic Human-AI Collaboration in Hybrid Decision-Making Systems
Clara Punzi, Mattia Setzu, Roberto Pellungrini, Fosca Giannotti +1 more
2023PKDD/ECML Workshops2 citations Open access
Semantic Scholar
Disagreeing Rationales: Rethinking Classification and Explainability Evaluation in Hate Speech Detection
Benedetta Muscato, Beiduo Chen, Gizem Gezici, Barbara Plank +1 more
2026arXiv.org1 citations
Semantic Scholar
Effects of Interaction and Explanation Type on Human–AI Collaboration for Fake News Detection
Regina de Brito Duarte, Samuele Tonati, Sergio Muñoz, J. Campos +2 more
2026IEEE Access1 citations Open access
Semantic Scholar
Learning by Surprise: Adaptive Mitigation of Model Collapse in Large Language Models
D. Gambetta, Gizem Gezici, Fosca Giannotti, Dino Pedreschi +2 more
2024ACM Transactions on Intelligent Systems and Technology1 citations Open access
Semantic Scholar
Beyond Headlines: A Corpus of Femicides News Coverage in Italian Newspapers
Eleonora Cappuccio, Benedetta Muscato, Laura Pollacci, Marta Marchiori Manerba +6 more
2024CLICIT1 citations
Semantic Scholar
FLocalX - Local to Global Fuzzy Explanations for Black Box Classifiers
Guillermo Fernández, Riccardo Guidotti, Fosca Giannotti, Mattia Setzu +3 more
2024International Symposium on Intelligent Data Analysis1 citations
Semantic Scholar
XAI in Healthcare
Gizem Gezici, C. Metta, Andrea Beretta, Roberto Pellungrini +3 more
2024HHAI Workshops1 citations
Semantic Scholar
L2loRe: a method for explaining the reject option
Clara Punzi, Roberto Pellungrini, Fosca Giannotti
2024IFIP Working Conference on Database Semantics1 citations
Semantic Scholar
Disentangling Faithfulness Hallucinations in Retrieval-Augmented Generation: A Systematic Benchmark and Analysis
C. Mala, Gizem Gezici, Fosca Giannotti
2026Machine-mediated learning0 citations Open access
Semantic Scholar
Platform workers not by chance: Exploring the digital labour markets in Italy with machine learning and explainable AI
Clara Punzi, Valeria Cirillo, Dario Guarascio, Roberto Pellungrini +1 more
2026PLoS ONE0 citations Open access
Semantic Scholar
Virgil: Navigating Explainability for Transformer-based Language Models
Martino Ciaperoni, Sezer Kutluk, Benedetta Muscato, Marta Marchiori Manerba +1 more
20260 citations
Semantic Scholar
“I Know That I Don’t know…and I Explain Why” Robust Abstention via Counterfactual Explanations
Valerio Bonsignori, Clara Punzi, Roberto Pellungrini, Fosca Giannotti
2026IEEE Access0 citations Open access
Semantic Scholar
Comparing Explanations is Not Enough, Explain the Change: New Standards are Needed to Explain Behavioral Shifts in Large Language Models
Martino Ciaperoni, Marzio Di Vece, Roberto Pellungrini, Luca Pappalardo +2 more
20260 citations
Semantic Scholar
From Plausible to Actionable: A Position on LLM Self-Explanations
E. Herrewijnen, Benedetta Muscato, Gizem Gezici, Fosca Giannotti
2026arXiv.org0 citations
Semantic Scholar
Explainable AI for Cancer Drug Response Prediction: Beyond Univariate Feature Attributions
Martino Ciaperoni, M. Lalli, Simone Piaggesi, M. Varisco +5 more
2026Proceedings of the 32nd ACM SIGKDD Conference on Knowledge Discovery and Data Mining V.20 citations Open access
Semantic Scholar
Impact of Human-AI Feedback Loop on Users' Collective Choices: A Simulation
Gabriele Barlacchi, M. Lalli, Luca Pappalardo, Fosca Giannotti
2025HHAI0 citations Open access
Semantic Scholar
A GUI for the Fair & Explainable Selective Classifier IFAC
D. Lenders, Roberto Pellungrini, Fosca Giannotti
2025xAI0 citations
Semantic Scholar
AILS 2025: The First Workshop on AI, Labour and Society (Preface)
Fosca Giannotti, G. Meardi, Mario Pianta, Clara Punzi
2025HHAI Workshops0 citations
Semantic Scholar
Towards Building a Trustworthy RAG-Based Chatbot for the Italian Public Administration
C. Mala, Christian Di Maio, Mattia Proietti, Gizem Gezici +4 more
2025HHAI0 citations Open access
Semantic Scholar
A Fair Selective Classifier to Put Humans in the Loop
D. Lenders, Andrea Pugnana, Roberto Pellungrini, T. Calders +2 more
2024EWAF0 citations
Semantic Scholar
XAI in Healthcare ⋆
Gizem Gezici, C. Metta, Andrea Beretta, Roberto Pellungrini +3 more
0 citations
Semantic Scholar

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