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F

Fosca Giannotti

Scuola Normale Superiore

56H-index
376Paper Count
1.9WCitation Count
Published Papers 49
Publication Date
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Disentangling Faithfulness Hallucinations in Retrieval-Augmented Generation: A Systematic Benchmark and Analysis
errMachine Learning
IF2.9
err2026-07-22
err0
errOAAI
errChandana Sree Mala; Gizem Gezici; Fosca Giannotti
errShare
errSave
Mathematical Foundation of Interpretable Equivariant Surrogate Models
errEXPLAINABLE ARTIFICIAL INTELLIGENCE, XAI 2025, PT II
IF0
err2026-01-01
err0
errOAAI
errColombini, Jacopo Joy; Bonchi, Filippo; Giannini, Francesco; Giannottil, Fosca; Pellungrini, Roberto; Frosini, Patrizio
errShare
errSave
MAINLE: A Multi-Agent, Interactive, Natural Language Local Explainer of Classification Tasks
errMACHINE LEARNING AND KNOWLEDGE DISCOVERY IN DATABASES. RESEARCH TRACK, ECML PKDD 2025, PT IV
IF0
err2026-01-01
err0
PREAI
errSerafim, Paulo Bruno; Ferrer Filho, Romulo; Freitas, Stenio; Gezici, Gizem; Giannotti, Fosca; Raimondi, Franco; Santos, Alexandre
errShare
errSave
Counterfactual ensembles for interpretable churn prediction: from real-world to privacy-preserving synthetic data
errMachine Learning
IF2.9
err2025-09-15
err0
errOAAI
errSamuele Tonati; Marzio Di Vece; Fosca Giannotti; Roberto Pellungrini
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errSave
Introduction to Special Issue on Trustworthy Artificial Intelligence (Part II)
errACM COMPUTING SURVEYS
IF28
err2025-02-10
err1
PREAI
errCalegari, Roberta; Giannotti, Fosca; Milano, Michela; Pratesi, Francesca
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errSave
Human-AI coevolution
errartificial intelligence review
IF4.6
err2025-02-01
err0
errOAAI
errPedreschi, Dino; Pappalardo, Luca; Ferragina, Emanuele; Baeza-Yates, Ricardo; Barabasi, Albert-Laszlo; Dignum, Frank; Dignum, Virginia; Eliassi-Rad, Tina; Giannotti, Fosca; Kertesz, Janos; Knott, Alistair; Ioannidis, Yannis; Lukowicz, Paul; Passarella, Andrea; Pentland, Alex Sandy; Shawe-Taylor, John; Vespignani, Alessandro
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errSave
Pre- and Post-Liver Transplant Diabetes (DM) and Prediabetes (PD), and the Impact on Transplant Outcomes-Results of a Large Single-Center Study
errDIABETES
IF7.5
err2024-06-14
err0
PREAI
errScopelliti, Milena; Van Strijdonck, Cato; Gezici, Gizem; Carrai, Paola; Petruccelli, Stefania; Catalano, Gabriele; Martinelli, Caterina; Bronzoni, Jessica; Pezzati, Daniele; Tincani, Giovanni; Balzano, Emanuele; Femia, Francesca R.; Del Testa, Roberta; Pellungrini, Roberto; Pedreschi, Dino; Giannotti, Fosca; Marchetti, Piero; Ghinolfi, Davide; De Simone, Paolo; Marselli, Lorella
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errSave
Towards Transparent Healthcare: Advancing Local Explanation Methods in Explainable Artificial Intelligence
errBIOENGINEERING-BASEL
IF3.7
err2024-04-12
err6
errOAAI
errMetta, Carlo; Beretta, Andrea; Pellungrini, Roberto; Rinzivillo, Salvatore; Giannotti, Fosca
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errSave
A Survey on Graph Counterfactual Explanations: Definitions, Methods, Evaluation, and Research Challenges
errACM COMPUTING SURVEYS
IF28
err2024-04-09
err5
errOAAI
errPrado-Romero, Mario Alfonso; Prenkaj, Bardh; Stilo, Giovanni; Giannotti, Fosca
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errSave
Introduction to Special Issue on Trustworthy Artificial Intelligence
errACM COMPUTING SURVEYS
IF28
err2024-04-09
err1
errOAAI
errCalegari, Roberta; Giannotti, Fosca; Pratesi, Francesca; Milano, Michela
errShare
errSave
Advancing Dermatological Diagnostics: Interpretable AI for Enhanced Skin Lesion Classification
errDIAGNOSTICS
IF3.3
err2024-04-02
err5
errOAAI
errMetta, Carlo; Beretta, Andrea; Guidotti, Riccardo; Yin, Yuan; Gallinari, Patrick; Rinzivillo, Salvatore; Giannotti, Fosca
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errSave
Counterfactual and Prototypical Explanations for Tabular Data via Interpretable Latent Space
errIEEE ACCESS
IF3.6
err2024-01-01
err0
errOAAI
errPiaggesi, Simone; Bodria, Francesco; Guidotti, Riccardo; Giannotti, Fosca; Pedreschi, Dino
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errSave
Co-design of Human-centered, Explainable AI for Clinical Decision Support
erracm transactions on intelligent systems and technology
IF4.8
err2023-12-08
err28
errOAAI
errPanigutti, Cecilia; Beretta, Andrea; Fadda, Daniele; Giannotti, Fosca; Pedreschi, Dino; Perotti, Alan; Rinzivillo, Salvatore
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errSave
Understanding Any Time Series Classifier with a Subsequence-based Explainer
errACM TRANSACTIONS ON KNOWLEDGE DISCOVERY FROM DATA
IF4.8
err2023-11-13
err4
errOAAI
errSpinnato, Francesco; Guidotti, Riccardo; Monreale, Anna; Nanni, Mirco; Pedreschi, Dino; Giannotti, Fosca
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errSave
Improving trust and confidence in medical skin lesion diagnosis through explainable deep learning
errINTERNATIONAL JOURNAL OF DATA SCIENCE AND ANALYTICS
IF2.8
err2023-06-21
err9
errOAAI
errMetta, Carlo; Beretta, Andrea; Guidotti, Riccardo; Yin, Yuan; Gallinari, Patrick; Rinzivillo, Salvatore; Giannotti, Fosca
errShare
errSave
Origin and destination attachment: study of cultural integration on Twitter
errEPJ DATA SCIENCE
IF2.5
err2022-11-18
err8
errOAAI
errKim, Jisu; Sirbu, Alina; Giannotti, Fosca; Rossetti, Giulio; Rapoport, Hillel
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errSave
Understanding peace through the world news
errEPJ DATA SCIENCE
IF2.5
err2022-01-21
err9
errOAAI
errVoukelatou, Vasiliki; Miliou, Ioanna; Giannotti, Fosca; Pappalardo, Luca
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errSave
Ethics of Smart Cities: Towards Value-Sensitive Design and Co-Evolving City Life
errSUSTAINABILITY
IF3.3
err2021-10-09
err39
errOAAI
errHelbing, Dirk; Fanitabasi, Farzam; Giannotti, Fosca; Haenggli, Regula; Hausladen, Carina I.; van den Hoven, Jeroen; Mahajan, Sachit; Pedreschi, Dino; Pournaras, Evangelos
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errSave
Human migration: the big data perspective (vol 11, pg 341, 2021)
errINTERNATIONAL JOURNAL OF DATA SCIENCE AND ANALYTICS
IF2.8
err2021-05-21
err2
errOAAI
errSirbu, Alina; Andrienko, Gennady; Andrienko, Natalia; Boldrini, Chiara; Conti, Marco; Giannotti, Fosca; Guidotti, Riccardo; Bertoli, Simone; Kim, Jisu; Muntean, Cristina Ioana; Pappalardo, Luca; Passarella, Andrea; Pedreschi, Dino; Pollacci, Laura; Pratesi, Francesca; Sharma, Rajesh
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errSave
GLocalX - From Local to Global Explanations of Black Box AI Models
errartificial intelligence review
IF4.6
err2021-05-01
err73
errOAAI
errSetzu, Mattia; Guidotti, Riccardo; Monreale, Anna; Turini, Franco; Pedreschi, Dino; Giannotti, Fosca
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errSave

Research Directions

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Co-authors
Cooperation Journals
A
Albert-Ĺaszló Barabási
H-index: 150 · Papers: 662
A
Alex Pentland
H-index: 122 · Papers: 997
A
Alessandro Vespignani
H-index: 121 · Papers: 563
D
Dirk Helbing
H-index: 101 · Papers: 743
P
Piero Marchetti
H-index: 97 · Papers: 1.1K
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