Andrea Passerini

ORCID

Publication Activity (10 Years)

Years Active: 2001-2024
Publications (10 Years): 132

Top Venues

Publications

Samuele Bortolotti, Emanuele Marconato, Tommaso Carraro, Paolo Morettin, Emile van Krieken, Antonio Vergari, Stefano Teso, Andrea Passerini
A Benchmark Suite for Systematically Evaluating Reasoning Shortcuts. CoRR (2024)
Marco Bronzini, Carlo Nicolini, Bruno Lepri, Jacopo Staiano, Andrea Passerini
Unveiling LLMs: The Evolution of Latent Representations in a Temporal Knowledge Graph. CoRR (2024)
Giuseppe Spallitta, Gabriele Masina, Paolo Morettin, Andrea Passerini, Roberto Sebastiani
Enhancing SMT-based Weighted Model Integration by structure awareness. Artif. Intell. 328 (2024)
Paolo Morettin, Andrea Passerini, Roberto Sebastiani
A Unified Framework for Probabilistic Verification of AI Systems via Weighted Model Integration. CoRR (2024)
Debodeep Banerjee, Stefano Teso, Burcu Sayin, Andrea Passerini
Learning To Guide Human Decision Makers With Vision-Language Models. CoRR (2024)
Giovanni De Toni, Paolo Viappiani, Stefano Teso, Bruno Lepri, Andrea Passerini
Personalized Algorithmic Recourse with Preference Elicitation. Trans. Mach. Learn. Res. 2024 (2024)
Steve Azzolin, Antonio Longa, Stefano Teso, Andrea Passerini
Perks and Pitfalls of Faithfulness in Regular, Self-Explainable and Domain Invariant GNNs. CoRR (2024)
Seyedehdelaram Esfahani, Giovanni De Toni, Bruno Lepri, Andrea Passerini, Katya Tentori, Massimo Zancanaro
Exploiting Preference Elicitation in Interactive and User-centered Algorithmic Recourse: An Initial Exploration. CoRR (2024)
Vincenzo Marco De Luca, Antonio Longa, Andrea Passerini, Pietro Liò
xAI-Drop: Don't Use What You Cannot Explain. CoRR (2024)
Emanuele Marconato, Samuele Bortolotti, Emile van Krieken, Antonio Vergari, Andrea Passerini, Stefano Teso
BEARS Make Neuro-Symbolic Models Aware of their Reasoning Shortcuts. CoRR (2024)
Burcu Sayin, Pasquale Minervini, Jacopo Staiano, Andrea Passerini
Can LLMs Correct Physicians, Yet? Investigating Effective Interaction Methods in the Medical Domain. CoRR (2024)
Marco Bronzini, Carlo Nicolini, Bruno Lepri, Andrea Passerini, Jacopo Staiano
Glitter or gold? Deriving structured insights from sustainability reports via large language models. EPJ Data Sci. 13 (1) (2024)
Erich Robbi, Marco Bronzini, Paolo Viappiani, Andrea Passerini
Personalized bundle recommendation using preference elicitation and the Choquet integral. Frontiers Artif. Intell. 7 (2024)
Seyedehdelaram Esfahani, Giovanni De Toni, Bruno Lepri, Andrea Passerini, Katya Tentori, Massimo Zancanaro
Preference Elicitation in Interactive and User-centered Algorithmic Recourse: an Initial Exploration. UMAP (2024)
Kareem Ahmed, Stefano Teso, Paolo Morettin, Luca Di Liello, Pierfrancesco Ardino, Jacopo Gobbi, Yitao Liang, Eric Wang, Kai-Wei Chang, Andrea Passerini, Guy Van den Broeck
Semantic Loss Functions for Neuro-Symbolic Structured Prediction. CoRR (2024)
Emanuele Marconato, Gianpaolo Bontempo, Elisa Ficarra, Simone Calderara, Andrea Passerini, Stefano Teso
Neuro Symbolic Continual Learning: Knowledge, Reasoning Shortcuts and Concept Rehearsal. CoRR (2023)
Raffaele Pojer, Andrea Passerini, Manfred Jaeger
Generalized Reasoning With Graph Neural Networks by Relational Bayesian Network Encodings. LoG (2023)
Francesco Ferrini, Antonio Longa, Andrea Passerini, Manfred Jaeger
Meta-Path Learning for Multi-relational Graph Neural Networks. CoRR (2023)
Emanuele Marconato, Stefano Teso, Antonio Vergari, Andrea Passerini
Not All Neuro-Symbolic Concepts Are Created Equal: Analysis and Mitigation of Reasoning Shortcuts. NeurIPS (2023)
Giovanni De Toni, Bruno Lepri, Andrea Passerini
Synthesizing explainable counterfactual policies for algorithmic recourse with program synthesis. Mach. Learn. 112 (4) (2023)
Emanuele Marconato, Stefano Teso, Antonio Vergari, Andrea Passerini
Not All Neuro-Symbolic Concepts Are Created Equal: Analysis and Mitigation of Reasoning Shortcuts. CoRR (2023)
Burcu Sayin, Jie Yang, Andrea Passerini, Fabio Casati
Value-Aware Active Learning. HHAI (2023)
Luca Erculiani, Andrea Bontempelli, Andrea Passerini, Fausto Giunchiglia
Egocentric Hierarchical Visual Semantics. HHAI (2023)
Gianluca Apriceno, Luca Erculiani, Andrea Passerini
A Neuro-Symbolic Approach for Non-Intrusive Load Monitoring. ECAI (2023)
Emanuele Marconato, Andrea Passerini, Stefano Teso
Interpretability is in the Mind of the Beholder: A Causal Framework for Human-interpretable Representation Learning. CoRR (2023)
Emanuele Marconato, Stefano Teso, Andrea Passerini
Neuro-Symbolic Reasoning Shortcuts: Mitigation Strategies and their Limitations. CoRR (2023)
Nicolò Alessandro Girardini, Simone Centellegher, Andrea Passerini, Ivano Bison, Fausto Giunchiglia, Bruno Lepri
Adaptation of student behavioural routines during Covid-19: a multimodal approach. EPJ Data Sci. 12 (1) (2023)
Antonio Longa, Veronica Lachi, Gabriele Santin, Monica Bianchini, Bruno Lepri, Pietro Lio, Franco Scarselli, Andrea Passerini
Graph Neural Networks for Temporal Graphs: State of the Art, Open Challenges, and Opportunities. Trans. Mach. Learn. Res. 2023 (2023)
Emanuele Marconato, Andrea Passerini, Stefano Teso
GlanceNets: Interpretable, Leak-proof Concept-based Models. NeSy (2023)
Manfred Jaeger, Antonio Longa, Steve Azzolin, Oliver Schulte, Andrea Passerini
A Simple Latent Variable Model for Graph Learning and Inference. LoG (2023)
Nicolò A. Girardini, Simone Centellegher, Andrea Passerini, Ivano Bison, Fausto Giunchiglia, Bruno Lepri
Adaptation of Student Behavioural Routines during COVID-19: A Multimodal Approach. CoRR (2023)
Debodeep Banerjee, Stefano Teso, Andrea Passerini
Learning to Guide Human Experts via Personalized Large Language Models. CoRR (2023)
Francesco Ferrini, Antonio Longa, Andrea Passerini, Manfred Jaeger
Meta-Path Learning for Multi-Relational Graph Neural Networks. LoG (2023)
Emanuele Marconato, Gianpaolo Bontempo, Elisa Ficarra, Simone Calderara, Andrea Passerini, Stefano Teso
Neuro-Symbolic Continual Learning: Knowledge, Reasoning Shortcuts and Concept Rehearsal. ICML (2023)
Emanuele Marconato, Stefano Teso, Andrea Passerini
Neuro-Symbolic Reasoning Shortcuts: Mitigation Strategies and their Limitations. NeSy (2023)
Andrea Bontempelli, Stefano Teso, Katya Tentori, Fausto Giunchiglia, Andrea Passerini
Concept-level Debugging of Part-Prototype Networks. ICLR (2023)
Samy Badreddine, Gianluca Apriceno, Andrea Passerini, Luciano Serafini
Interval Logic Tensor Networks. CoRR (2023)
Marco Bronzini, Erich Robbi, Paolo Viappiani, Andrea Passerini
Environmentally-Aware Bundle Recommendation Using the Choquet Integral. ECAI (2023)
Burcu Sayin, Jie Yang, Andrea Passerini, Fabio Casati
Value-Based Hybrid Intelligence. HHAI (2023)
Emanuele Marconato, Andrea Passerini, Stefano Teso
Interpretability Is in the Mind of the Beholder: A Causal Framework for Human-Interpretable Representation Learning. Entropy 25 (12) (2023)
Steve Azzolin, Antonio Longa, Pietro Barbiero, Pietro Liò, Andrea Passerini
Global Explainability of GNNs via Logic Combination of Learned Concepts. ICLR (2023)
Giuseppe Spallitta, Gabriele Masina, Paolo Morettin, Andrea Passerini, Roberto Sebastiani
Enhancing SMT-based Weighted Model Integration by Structure Awareness. CoRR (2023)
Luca Erculiani, Andrea Bontempelli, Andrea Passerini, Fausto Giunchiglia
Egocentric Hierarchical Visual Semantics. CoRR (2023)
Marco Bronzini, Carlo Nicolini, Bruno Lepri, Andrea Passerini, Jacopo Staiano
Glitter or Gold? Deriving Structured Insights from Sustainability Reports via Large Language Models. CoRR (2023)
Antonio Longa, Veronica Lachi, Gabriele Santin, Monica Bianchini, Bruno Lepri, Pietro Liò, Franco Scarselli, Andrea Passerini
Graph Neural Networks for temporal graphs: State of the art, open challenges, and opportunities. CoRR (2023)
Andrea Bontempelli, Fausto Giunchiglia, Andrea Passerini, Stefano Teso
Human-in-the-loop handling of knowledge drift. Data Min. Knowl. Discov. 36 (5) (2022)
Andrea Bontempelli, Marcelo Rodas Britez, Xiaoyue Li, Haonan Zhao, Luca Erculiani, Stefano Teso, Andrea Passerini, Fausto Giunchiglia
Lifelong Personal Context Recognition. CoRR (2022)
Emanuele Marconato, Andrea Passerini, Stefano Teso
GlanceNets: Interpretable, Leak-proof Concept-based Models. NeurIPS (2022)
Wanyi Zhang, Mattia Zeni, Andrea Passerini, Fausto Giunchiglia
Skeptical Learning - An Algorithm and a Platform for Dealing with Mislabeling in Personal Context Recognition. Algorithms 15 (4) (2022)
Gianluca Apriceno, Andrea Passerini, Luciano Serafini
A Neuro-Symbolic Approach for Real-World Event Recognition from Weak Supervision. TIME (2022)
Antonio Longa, Giulia Cencetti, Bruno Lepri, Andrea Passerini
An efficient procedure for mining egocentric temporal motifs. Data Min. Knowl. Discov. 36 (1) (2022)
Emanuele Marconato, Gianpaolo Bontempo, Stefano Teso, Elisa Ficarra, Simone Calderara, Andrea Passerini
Catastrophic Forgetting in Continual Concept Bottleneck Models. ICIAP Workshops (2022)
Antonio Longa, Steve Azzolin, Gabriele Santin, Giulia Cencetti, Pietro Liò, Bruno Lepri, Andrea Passerini
Explaining the Explainers in Graph Neural Networks: a Comparative Study. CoRR (2022)
Stefano Teso, Laurens Bliek, Andrea Borghesi, Michele Lombardi, Neil Yorke-Smith, Tias Guns, Andrea Passerini
Machine Learning for Combinatorial Optimisation of Partially-Specified Problems: Regret Minimisation as a Unifying Lens. CoRR (2022)
Antonio Longa, Giulia Cencetti, Sune Lehmann, Andrea Passerini, Bruno Lepri
Neighbourhood matching creates realistic surrogate temporal networks. CoRR (2022)
Giovanni De Toni, Bruno Lepri, Andrea Passerini
Synthesizing explainable counterfactual policies for algorithmic recourse with program synthesis. CoRR (2022)
Alessia Bertugli, Stefano Vincenzi, Simone Calderara, Andrea Passerini
Generalising via Meta-examples for Continual Learning in the Wild. LOD (1) (2022)
Andrea Bontempelli, Stefano Teso, Fausto Giunchiglia, Andrea Passerini
Concept-level Debugging of Part-Prototype Networks. CoRR (2022)
Emanuele Marconato, Andrea Passerini, Stefano Teso
GlanceNets: Interpretabile, Leak-proof Concept-based Models. CoRR (2022)
Giuseppe Spallitta, Gabriele Masina, Paolo Morettin, Andrea Passerini, Roberto Sebastiani
SMT-based Weighted Model Integration with Structure Awareness. CoRR (2022)
Steve Azzolin, Antonio Longa, Pietro Barbiero, Pietro Liò, Andrea Passerini
Global Explainability of GNNs via Logic Combination of Learned Concepts. CoRR (2022)
Giovanni De Toni, Paolo Viappiani, Bruno Lepri, Andrea Passerini
Generating personalized counterfactual interventions for algorithmic recourse by eliciting user preferences. CoRR (2022)
Burcu Sayin, Fabio Casati, Andrea Passerini, Jie Yang, Xinyue Chen
Rethinking and Recomputing the Value of ML Models. CoRR (2022)
Giuseppe Spallitta, Gabriele Masina, Paolo Morettin, Andrea Passerini, Roberto Sebastiani
SMT-based weighted model integration with structure awareness. UAI (2022)
Mirco Nanni, Gennady L. Andrienko, Albert-László Barabási, Chiara Boldrini, Francesco Bonchi, Ciro Cattuto, Francesca Chiaromonte, Giovanni Comandé, Marco Conti, Mark Coté, Frank Dignum, Virginia Dignum, Josep Domingo-Ferrer, Paolo Ferragina, Fosca Giannotti, Riccardo Guidotti, Dirk Helbing, Kimmo Kaski, János Kertész, Sune Lehmann, Bruno Lepri, Paul Lukowicz, Stan Matwin, David Megías Jiménez, Anna Monreale, Katharina Morik, Nuria Oliver, Andrea Passarella, Andrea Passerini, Dino Pedreschi, Alex Pentland, Fabio Pianesi, Francesca Pratesi, Salvatore Rinzivillo, Salvatore Ruggieri, Arno Siebes, Vicenç Torra, Roberto Trasarti, Jeroen van den Hoven, Alessandro Vespignani
Give more data, awareness and control to individual citizens, and they will help COVID-19 containment. Ethics Inf. Technol. 23 (S1) (2021)
Paolo Dragone, Stefano Teso, Andrea Passerini
Neuro-Symbolic Constraint Programming for Structured Prediction. CoRR (2021)
Wanyi Zhang, Qiang Shen, Stefano Teso, Bruno Lepri, Andrea Passerini, Ivano Bison, Fausto Giunchiglia
Putting human behavior predictability in context. EPJ Data Sci. 10 (1) (2021)
Gianluca Apriceno, Andrea Passerini, Luciano Serafini
A Neuro-Symbolic Approach to Structured Event Recognition. TIME (2021)
Stefano Teso, Andrea Bontempelli, Fausto Giunchiglia, Andrea Passerini
Interactive Label Cleaning with Example-based Explanations. CoRR (2021)
Giovanni De Toni, Luca Erculiani, Andrea Passerini
Learning compositional programs with arguments and sampling. CoRR (2021)
Antonio Longa, Giulia Cencetti, Bruno Lepri, Andrea Passerini
An Efficient Procedure for Mining Egocentric Temporal Motifs. CoRR (2021)
Stefano Teso, Andrea Bontempelli, Fausto Giunchiglia, Andrea Passerini
Interactive Label Cleaning with Example-based Explanations. NeurIPS (2021)
Giovanni Pellegrini, Alessandro Tibo, Paolo Frasconi, Andrea Passerini, Manfred Jaeger
Learning Aggregation Functions. IJCAI (2021)
Fausto Giunchiglia, Luca Erculiani, Andrea Passerini
Towards Visual Semantics. CoRR (2021)
Burcu Sayin, Jie Yang, Andrea Passerini, Fabio Casati
The Science of Rejection: A Research Area for Human Computation. CoRR (2021)
Paolo Morettin, Andrea Passerini, Stefano Teso
Co-creating Platformer Levels with Constrained Adversarial Networks. IUI Workshops (2021)
Paolo Dragone, Stefano Teso, Andrea Passerini
Neuro-Symbolic Constraint Programming for Structured Prediction. NeSy (2021)
Burcu Sayin, Evgeny Krivosheev, Jie Yang, Andrea Passerini, Fabio Casati
A review and experimental analysis of active learning over crowdsourced data. Artif. Intell. Rev. 54 (7) (2021)
Andrea Bontempelli, Fausto Giunchiglia, Andrea Passerini, Stefano Teso
Toward a Unified Framework for Debugging Gray-box Models. CoRR (2021)
Andrea Bontempelli, Fausto Giunchiglia, Andrea Passerini, Stefano Teso
Human-in-the-loop Handling of Knowledge Drift. CoRR (2021)
Fausto Giunchiglia, Luca Erculiani, Andrea Passerini
Towards Visual Semantics. SN Comput. Sci. 2 (6) (2021)
Paolo Morettin, Pedro Zuidberg Dos Martires, Samuel Kolb, Andrea Passerini
Hybrid Probabilistic Inference with Logical and Algebraic Constraints: a Survey. IJCAI (2021)
Alessia Bertugli, Stefano Vincenzi, Simone Calderara, Andrea Passerini
Generalising via Meta-Examples for Continual Learning in the Wild. CoRR (2021)
Paolo Campigotto, Stefano Teso, Roberto Battiti, Andrea Passerini
Learning Modulo Theories for constructive preference elicitation. Artif. Intell. 295 (2021)
Andrea Bontempelli, Stefano Teso, Fausto Giunchiglia, Andrea Passerini
Learning in the Wild with Incremental Skeptical Gaussian Processes. IJCAI (2020)
Alessia Bertugli, Stefano Vincenzi, Simone Calderara, Andrea Passerini
Few-Shot Unsupervised Continual Learning through Meta-Examples. CoRR (2020)
Subhankar Roy, Willi Menapace, Sebastiaan Oei, Ben Luijten, Enrico Fini, Cristiano Saltori, Iris A. M. Huijben, Nishith Chennakeshava, Federico Mento, Alessandro Sentelli, Emanuele Peschiera, Riccardo Trevisan, Giovanni Maschietto, Elena Torri, Riccardo Inchingolo, Andrea Smargiassi, Gino Soldati, Paolo Rota, Andrea Passerini, Ruud J. G. van Sloun, Elisa Ricci, Libertario Demi
Deep Learning for Classification and Localization of COVID-19 Markers in Point-of-Care Lung Ultrasound. IEEE Trans. Medical Imaging 39 (8) (2020)
Luca Di Liello, Pierfrancesco Ardino, Jacopo Gobbi, Paolo Morettin, Stefano Teso, Andrea Passerini
Efficient Generation of Structured Objects with Constrained Adversarial Networks. CoRR (2020)
Wanyi Zhang, Andrea Passerini, Fausto Giunchiglia
Dealing with Mislabeling via Interactive Machine Learning. Künstliche Intell. 34 (2) (2020)
Luca Erculiani, Fausto Giunchiglia, Andrea Passerini
Continual Egocentric Object Recognition. ECAI (2020)
Andrea Bontempelli, Stefano Teso, Fausto Giunchiglia, Andrea Passerini
Learning in the Wild with Incremental Skeptical Gaussian Processes. CoRR (2020)
Mirco Nanni, Gennady L. Andrienko, Albert-László Barabási, Chiara Boldrini, Francesco Bonchi, Ciro Cattuto, Francesca Chiaromonte, Giovanni Comandé, Marco Conti, Mark Coté, Frank Dignum, Virginia Dignum, Josep Domingo-Ferrer, Fosca Giannotti, Riccardo Guidotti, Dirk Helbing, János Kertész, Sune Lehmann, Bruno Lepri, Paul Lukowicz, Anna Monreale, Katharina Morik, Nuria Oliver, Andrea Passarella, Andrea Passerini, Dino Pedreschi, Alex Pentland, Francesca Pratesi, Salvatore Rinzivillo, Salvatore Ruggieri, Arno Siebes, Roberto Trasarti, Jeroen van den Hoven, Alessandro Vespignani
Give more data, awareness and control to individual citizens, and they will help COVID-19 containment. CoRR (2020)
Paolo Morettin, Samuel Kolb, Stefano Teso, Andrea Passerini
Learning Weighted Model Integration Distributions. AAAI (2020)
Giovanni Pellegrini, Alessandro Tibo, Paolo Frasconi, Andrea Passerini, Manfred Jaeger
Learning Aggregation Functions. CoRR (2020)
Luca Di Liello, Pierfrancesco Ardino, Jacopo Gobbi, Paolo Morettin, Stefano Teso, Andrea Passerini
Efficient Generation of Structured Objects with Constrained Adversarial Networks. NeurIPS (2020)
Mirco Nanni, Gennady L. Andrienko, Albert-László Barabási, Chiara Boldrini, Francesco Bonchi, Ciro Cattuto, Francesca Chiaromonte, Giovanni Comandé, Marco Conti, Mark Coté, Frank Dignum, Virginia Dignum, Josep Domingo-Ferrer, Paolo Ferragina, Fosca Giannotti, Riccardo Guidotti, Dirk Helbing, Kimmo Kaski, János Kertész, Sune Lehmann, Bruno Lepri, Paul Lukowicz, Stan Matwin, David Megías, Anna Monreale, Katharina Morik, Nuria Oliver, Andrea Passarella, Andrea Passerini, Dino Pedreschi, Alex Pentland, Fabio Pianesi, Francesca Pratesi, Salvatore Rinzivillo, Salvatore Ruggieri, Arno Siebes, Vicenç Torra, Roberto Trasarti, Jeroen van den Hoven, Alessandro Vespignani
Give more data, awareness and control to individual citizens, and they will help COVID-19 containment. Trans. Data Priv. 13 (1) (2020)
Mattia Zeni, Wanyi Zhang, Enrico Bignotti, Andrea Passerini, Fausto Giunchiglia
Fixing Mislabeling by Human Annotators Leveraging Conflict Resolution and Prior Knowledge. Proc. ACM Interact. Mob. Wearable Ubiquitous Technol. 3 (1) (2019)
Luca Erculiani, Fausto Giunchiglia, Andrea Passerini
Continual egocentric object recognition. CoRR (2019)
Leonardo Maccari, Andrea Passerini
A Big Data and machine learning approach for network monitoring and security. Secur. Priv. 2 (1) (2019)
Stefano Teso, Luca Masera, Michelangelo Diligenti, Andrea Passerini
Combining learning and constraints for genome-wide protein annotation. BMC Bioinform. 20 (1) (2019)

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Publication Activity (10 Years)

Top Topics

Top Venues

Andrea Passerini