Publications

Peer-reviewed publications by members of the People-Centered Computing Lab, aggregated automatically from the authors’ DBLP profiles.

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Pietro Barbiero, Mateo Espinosa Zarlenga, Alberto Termine, Mateja Jamnik, Giuseppe Marra (2025). Foundations of Interpretable Models. CoRR.
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Raúl Santos-Rodríguez, Kacper Sokol, Julia E. Vogt, Sven Wellmann (2025). From Research to Certification with Data-Driven Medical Decision Support Systems (Dagstuhl Seminar 25052). Dagstuhl Reports.
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Swathy Satheesan Cheruvalath, Matías Laporte, Francesco Bombassei De Bona, Teena Hassan, Martin Gjoreski (2025). Generating Explanations for Models Predicting Student Exam Performance. Companion of the 2025 ACM International Joint Conference on Pervasive and Ubiquitous Computing, UbiComp Companion 2025, Espoo, Finland, October 12-16, 2025.
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Daniil E. Kirilenko, Anton Andreychuk, Aleksandr I. Panov, Konstantin S. Yakovlev (2025). Generative models for grid-based and image-based pathfinding. Artif. Intell..
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Edward A. Small, Wei Shao, Zeliang Zhang, Peihan Liu, Jeffrey Chan, Kacper Sokol, Flora D. Salim (2025). How robust is your fair model? Exploring the robustness of prominent fairness strategies. Data Min. Knowl. Discov..
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Francesco Sovrano, Kevin D. Ashley, Peter Brusilovsky, Fabio Vitali (2025). How to Improve the Explanatory Power of an Intelligent Textbook: a Case Study in Legal Writing. Int. J. Artif. Intell. Educ..
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Nicola Debole, Pietro Barbiero, Francesco Giannini, Andrea Passerini, Stefano Teso, Emanuele Marconato (2025). If Concept Bottlenecks are the Question, are Foundation Models the Answer?. CoRR.
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David Debot, Pietro Barbiero, Gabriele Dominici, Giuseppe Marra (2025). Interpretable Hierarchical Concept Reasoning through Attention-Guided Graph Learning. CoRR.
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Rodrigo Castellano Ontiveros, Ehsan Bonabi Mobaraki, Francesco Giannini, Pietro Barbiero, Marco Gori, Michelangelo Diligenti (2025). Interpretable Link Prediction via Neural-Symbolic Reasoning. Explainable Artificial Intelligence - Third World Conference, xAI 2025, Istanbul, Turkey, July 9-11, 2025, Proceedings, Part II.
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Francesco Sovrano, Gabriele Dominici, Rita Sevastjanova, Alessandra Stramiglio, Alberto Bacchelli (2025). Is General-Purpose AI Reasoning Sensitive to Data-Induced Cognitive Biases? Dynamic Benchmarking on Typical Software Engineering Dilemmas. CoRR.
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Francesco Sovrano, Adam Bauer, Alberto Bacchelli (2025). Large Language Models for In-File Vulnerability Localization Can Be \"Lost in the End\". CoRR.
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Francesco Sovrano, Adam Bauer, Alberto Bacchelli (2025). Large Language Models for In-File Vulnerability Localization Can Be \"Lost in the End\". Proc. ACM Softw. Eng..
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Yueqing Xuan, Kacper Sokol, Mark Sanderson, Jeffrey Chan (2025). Leveraging Complementary AI Explanations to Mitigate Misunderstanding in XAI. IEEE Swiss Conference on Data Science, SDS 2025, Zürich, Switzerland, June 26-27, 2025.
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Yueqing Xuan, Kacper Sokol, Mark Sanderson, Jeffrey Chan (2025). Leveraging Complementary AI Explanations to Mitigate Misunderstanding in XAI. CoRR.
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Francesco Bombassei De Bona, Ioana Andreea Câmpanu, Marc Langheinrich, Martin Gjoreski, Georgiana Juravle (2025). LIFETRACE: A Longitudinal Multimodal Dataset on Daily Physical Activity, Well-Being, and Habits. Proc. ACM Interact. Mob. Wearable Ubiquitous Technol..
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Francesco De Santis, Philippe Bich, Gabriele Ciravegna, Pietro Barbiero, Danilo Giordano, Tania Cerquitelli (2025). Linearly-interpretable concept embedding models for text analysis. Mach. Learn..
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Stefano Fioravanti, Francesco Giannini, Paolo Frazzetto, Fabio Zanasi, Pietro Barbiero (2025). Logic Explanation of AI Classifiers by Categorical Explaining Functors. CoRR.
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Lidia Alecci (2025). Mitigating Interpersonal Variability in Machine Learning Models for Human Behavior Monitoring. Companion of the 2025 ACM International Joint Conference on Pervasive and Ubiquitous Computing, UbiComp Companion 2025, Espoo, Finland, October 12-16, 2025.
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Dario Fenoglio, Mohan Li, Davide Casnici, Matías Laporte, Shkurta Gashi, Silvia Santini, Martin Gjoreski, Marc Langheinrich (2025). Multi-Frequency Federated Learning for Human Activity Recognition Using Head-Worn Sensors. CoRR.
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Kacper Sokol, Edward Small, Yueqing Xuan (2025). Navigating explanatory multiverse through counterfactual path geometry. Mach. Learn..
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Pietro Barbiero, Giuseppe Marra, Gabriele Ciravegna, David Debot, Francesco De Santis, Michelangelo Diligenti, Mateo Espinosa Zarlenga, Francesco Giannini (2025). Neural Interpretable Reasoning. CoRR.
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Fatima Ezzeddine, Rinad Akel, Ihab Sbeity, Silvia Giordano, Marc Langheinrich, Omran Ayoub (2025). On the interplay of Explainability, Privacy and Predictive Performance with Explanation-assisted Model Extraction. CoRR.
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Fatima Ezzeddine, Rinad Akel, Ihab Sbeity, Silvia Giordano, Marc Langheinrich, Omran Ayoub (2025). On the Interplay of Explainability, Privacy and Predictive Performance with Explanation-assisted Model Extraction. Joint Proceedings of the xAI 2025 Late-breaking Work, Demos and Doctoral Consortium co-located with the 3rd World Conference on eXplainable Artificial Intelligence (xAI 2025), Istanbul, Turkey, July 9-11, 2025.
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Yueqing Xuan, Kacper Sokol, Mark Sanderson, Jeffrey Chan (2025). Perfect counterfactuals in imperfect worlds: modelling noisy implementation of actions in sequential algorithmic recourse. Mach. Learn..
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Lidia Alecci, Alessandro Zanzi, Matías Laporte, Leonardo Alchieri, Nouran Abdalazim, Giovanni de Felice, Silvia Santini (2025). Robust PPG Authentication: The Role of Temporal, Individual, and State Variability. Companion of the 2025 ACM International Joint Conference on Pervasive and Ubiquitous Computing, UbiComp Companion 2025, Espoo, Finland, October 12-16, 2025.
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