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Passerini, Andrea

  1. Not All Neuro-Symbolic Concepts Are Created Equal: Analysis and Mitigation of Reasoning Shortcuts
    2023/05/31 by Emanuele Marconato, Marconato, Emanuele, Stefano Teso +5 · 2 voices · 12 citations
    Computer Science · #Explainable Artificial Intelligence (XAI) #Fuzzy Logic and Control Systems #Neural Networks and Applications #cs.LG #stat.ML
  2. Graph Neural Networks for temporal graphs: State of the art, open challenges, and opportunities
    2023/02/02 by Antonio Longa, Longa, Antonio, Veronica Lachi +13 · 11 citations
    Computer Science · Environmental Science · #Advanced Graph Neural Networks #Age of Information Optimization #Artificial Intelligence (cs.AI) #FOS: Computer and information sciences #Health, Environment, Cognitive Aging #Machine Learning (cs.LG)
  3. Interactive Label Cleaning with Example-based Explanations
    2021/06/07 by Stefano Teso, Teso, Stefano, Andrea Bontempelli +5 · 9 citations
    Computer Science · #Adversarial Robustness in Machine Learning #Explainable Artificial Intelligence (XAI) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Machine Learning and Data Classification
  4. GlanceNets: Interpretabile, Leak-proof Concept-based Models
    2022/05/31 by Emanuele Marconato, Marconato, Emanuele, Andrea Passerini +3 · 7 citations
    Computer Science · #Explainable Artificial Intelligence (XAI) #Data Stream Mining Techniques #Bayesian Modeling and Causal Inference
  5. Global Explainability of GNNs via Logic Combination of Learned Concepts
    2022/10/13 by Azzolin, Steve, Longa, Antonio, Barbiero, Pietro +2 · 7 citations
    #Artificial Intelligence (cs.AI) #FOS: Computer and information sciences #Logic in Computer Science (cs.LO) #Machine Learning (cs.LG)
  6. A Neuro-Symbolic Benchmark Suite for Concept Quality and Reasoning Shortcuts
    2024/06/14 by Samuele Bortolotti, Emanuele Marconato, Bortolotti, Samuele +13 · 6 citations
    Computer Science · #Artificial Intelligence (cs.AI) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Software Engineering Research #Software Engineering Techniques and Practices #Software Reliability and Analysis Research
  7. Neuro-Symbolic Continual Learning: Knowledge, Reasoning Shortcuts and Concept Rehearsal
    2023/02/02 by Emanuele Marconato, Gianpaolo Bontempo, Marconato, Emanuele +9 · 3 citations
    Computer Science · #Artificial Intelligence (cs.AI) #Domain Adaptation and Few-Shot Learning #FOS: Computer and information sciences #Machine Learning (cs.LG) #Multimodal Machine Learning Applications #Topic Modeling
  8. Concept-level Debugging of Part-Prototype Networks
    2022/05/31 by Andrea Bontempelli, Bontempelli, Andrea, Stefano Teso +6 · 3 citations
    Computer Science · #Computer Vision and Pattern Recognition (cs.CV) #Explainable Artificial Intelligence (XAI) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning and Data Classification #Machine Learning in Healthcare
  9. Reconsidering Faithfulness in Regular, Self-Explainable and Domain Invariant GNNs
    2024/06/21 by Steve Azzolin, Azzolin, Steve, Antonio Longa +5 · 5 citations
    Engineering · #Advanced Memory and Neural Computing #Artificial Intelligence (cs.AI) #FOS: Computer and information sciences #Ferroelectric and Negative Capacitance Devices #Machine Learning (cs.LG)
  10. Interpretability is in the Mind of the Beholder: A Causal Framework for Human-interpretable Representation Learning
    2023/09/14 by Emanuele Marconato, Marconato, Emanuele, Andrea Passerini +3 · 3 citations
    Computer Science · #Adversarial Robustness in Machine Learning #Explainable Artificial Intelligence (XAI) #FOS: Computer and information sciences #Human-Computer Interaction (cs.HC) #Machine Learning (cs.LG) #Machine Learning in Healthcare
  11. Can LLMs Correct Physicians, Yet? Investigating Effective Interaction Methods in the Medical Domain
    2024/03/29 by Sayin, Burcu, Minervini, Pasquale, Staiano, Jacopo +1 · 3 citations
    #Artificial Intelligence (cs.AI) #Computation and Language (cs.CL) #FOS: Computer and information sciences
  12. BEARS Make Neuro-Symbolic Models Aware of their Reasoning Shortcuts
    2024/02/19 by Marconato, Emanuele, Bortolotti, Samuele, van Krieken, Emile +3 · 3 citations
    #Artificial Intelligence (cs.AI) #FOS: Computer and information sciences #Machine Learning (cs.LG)
  13. Efficient Generation of Structured Objects with Constrained Adversarial Networks
    2020/07/26 by Luca Di Liello, Di Liello, Luca, Pierfrancesco Ardino +9 · 2 citations
    Computer Science · #Artificial Intelligence (cs.AI) #FOS: Computer and information sciences #Handwritten Text Recognition Techniques #Image Processing and 3D Reconstruction #Image and Object Detection Techniques #Machine Learning (cs.LG) #Machine Learning (stat.ML)
  14. Shortcuts and Identifiability in Concept-based Models from a Neuro-Symbolic Lens
    2025/02/16 by Bortolotti, Samuele, Marconato, Emanuele, Morettin, Paolo +2 · 4 citations
    #Artificial Intelligence (cs.AI) #FOS: Computer and information sciences #Machine Learning (cs.LG)
  15. If Concept Bottlenecks are the Question, are Foundation Models the Answer?
    2025/04/28 by Debole, Nicola, Barbiero, Pietro, Giannini, Francesco +3 · 6 citations
    #FOS: Computer and information sciences #Machine Learning (cs.LG)
  16. Learning Aggregation Functions
    2020/12/15 by Pellegrini, Giovanni, Tibo, Alessandro, Frasconi, Paolo +2 · 1 citation
    #FOS: Computer and information sciences #Machine Learning (cs.LG)
  17. Human-in-the-loop Handling of Knowledge Drift
    2021/03/27 by Andrea Bontempelli, Fausto Giunchiglia, Bontempelli, Andrea +5 · 1 citation
    Computer Science · Engineering · #Artificial Intelligence (cs.AI) #Data Stream Mining Techniques #FOS: Computer and information sciences #Machine Learning (cs.LG) #Mobile Crowdsensing and Crowdsourcing #Smart Grid Energy Management
  18. An Efficient Procedure for Mining Egocentric Temporal Motifs
    2021/10/04 by Antonio Longa, Giulia Cencetti, Longa, Antonio +5 · 1 citation
    Computer Science · Physics and Astronomy · #Complex Network Analysis Techniques #Data Management and Algorithms #Data Structures and Algorithms (cs.DS) #Data Visualization and Analytics #FOS: Computer and information sciences #Social and Information Networks (cs.SI)
  19. Toward a Unified Framework for Debugging Concept-based Models
    2021/09/23 by Andrea Bontempelli, Bontempelli, Andrea, Fausto Giunchiglia +5 · 1 citation
    Computer Science · #Advanced Text Analysis Techniques #Data Stream Mining Techniques #Explainable Artificial Intelligence (XAI) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning and Data Classification #Software Engineering (cs.SE)
  20. Beyond Topological Self-Explainable GNNs: A Formal Explainability Perspective
    2025/02/04 by Azzolin, Steve, Malhotra, Sagar, Passerini, Andrea +1 · 4 citations
    #FOS: Computer and information sciences #Machine Learning (cs.LG)
  21. Generating fine-grained surrogate temporal networks
    2022/05/18 by Antonio Longa, Giulia Cencetti, Longa, Antonio +7 · 1 citation
    Physics and Astronomy · Computer Science · Psychology · #Complex Network Analysis Techniques #Data Visualization and Analytics #Mental Health Research Topics
  22. Personalized Algorithmic Recourse with Preference Elicitation
    2022/05/27 by Giovanni De Toni, Paolo Viappiani, De Toni, Giovanni +7 · 1 citation
    Computer Science · Decision Sciences · #Advanced Bandit Algorithms Research #Artificial Intelligence (cs.AI) #Auction Theory and Applications #Data Stream Mining Techniques #FOS: Computer and information sciences #Machine Learning (cs.LG)
  23. Continual egocentric object recognition
    2019/12/06 by Luca Erculiani, Erculiani, Luca, Fausto Giunchiglia +3 · 1 citation
    Computer Science · #Advanced Image and Video Retrieval Techniques #Computer Vision and Pattern Recognition (cs.CV) #Domain Adaptation and Few-Shot Learning #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Machine Learning and Algorithms
  24. SMT-based Weighted Model Integration with Structure Awareness
    2022/06/28 by Giuseppe Spallitta, Gabriele Masina, Spallitta, Giuseppe +7 · 1 citation
    Computer Science · #Artificial Intelligence (cs.AI) #Bayesian Modeling and Causal Inference #FOS: Computer and information sciences #Natural Language Processing Techniques #Semantic Web and Ontologies
  25. Neuro-Symbolic Reasoning Shortcuts: Mitigation Strategies and their Limitations
    2023/03/22 by Emanuele Marconato, Stefano Teso, Marconato, Emanuele +3 · 1 citation
    Computer Science · #Artificial Intelligence (cs.AI) #Bayesian Modeling and Causal Inference #Explainable Artificial Intelligence (XAI) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Neural Networks and Applications
  26. Time Can Invalidate Algorithmic Recourse
    2024/10/10 by De Toni, Giovanni, Teso, Stefano, Lepri, Bruno +1 · 2 citations
    #Computers and Society (cs.CY) #FOS: Computer and information sciences #Machine Learning (cs.LG)
  27. Glitter or Gold? Deriving Structured Insights from Sustainability Reports via Large Language Models
    2023/10/09 by Bronzini, Marco, Nicolini, Carlo, Lepri, Bruno +2 · 1 citation
    #Computation and Language (cs.CL) #Computational Engineering #Computers and Society (cs.CY) #FOS: Computer and information sciences #Finance #and Science (cs.CE)
  28. Egocentric Hierarchical Visual Semantics
    2023/05/09 by Erculiani, Luca, Bontempelli, Andrea, Passerini, Andrea +1 · 1 citation
    #Artificial Intelligence (cs.AI) #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences
  29. A Self-Explainable Heterogeneous GNN for Relational Deep Learning
    2024/11/30 by Francesco Ferrini, Ferrini, Francesco, Antonio Longa +5 · 2 citations
    Computer Science · Engineering · #Databases (cs.DB) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning in Healthcare #Medical Imaging and Analysis
  30. Benchmarking XAI Explanations with Human-Aligned Evaluations
    2024/11/04 by Rémi Kazmierczak, Steve Azzolin, Kazmierczak, Rémi +20 · 2 citations
    Computer Science · Decision Sciences · #Advanced Database Systems and Queries #Artificial Intelligence (cs.AI) #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Human-Computer Interaction (cs.HC) #Scientific Computing and Data Management #Semantic Web and Ontologies
  31. Semantic Loss Functions for Neuro-Symbolic Structured Prediction
    2024/05/12 by Kareem Ahmed, Ahmed, Kareem, Stefano Teso +19 · 1 citation
    Computer Science · #Neural Networks and Applications #Topic Modeling
  32. Unveiling LLMs: The Evolution of Latent Representations in a Dynamic Knowledge Graph
    2024/04/04 by Bronzini, Marco, Nicolini, Carlo, Lepri, Bruno +2 · 1 citation
    #Artificial Intelligence (cs.AI) #Computation and Language (cs.CL) #Computers and Society (cs.CY) #FOS: Computer and information sciences
  33. Lifelong Personal Context Recognition
    2022/05/10 by Andrea Bontempelli, Marcelo Rodas Britez, Bontempelli, Andrea +13 · 1 citation
    Computer Science · #Artificial Intelligence (cs.AI) #Context-Aware Activity Recognition Systems #FOS: Computer and information sciences #Human Pose and Action Recognition #Machine Learning (cs.LG)
  34. A Probabilistic Neuro-symbolic Layer for Algebraic Constraint Satisfaction
    2025/03/25 by Kurscheidt, Leander, Morettin, Paolo, Sebastiani, Roberto +2 · 2 citations
    #FOS: Computer and information sciences #Machine Learning (cs.LG)
  35. Community Aware Temporal Network Generation
    2025/01/13 by Girardini, Nicolò Alessandro, Longa, Antonio, Trebucchi, Gaia +3 · 1 citation
    #FOS: Computer and information sciences #FOS: Physical sciences #Physics and Society (physics.soc-ph) #Social and Information Networks (cs.SI)
  36. Noiser: Bounded Input Perturbations for Attributing Large Language Models
    2025/04/03 by Mohammad Reza Ghasemi Madani, Aryo Pradipta Gema, Madani, Mohammad Reza Ghasemi +9 · 2 citations
    Computer Science · #Artificial Intelligence (cs.AI) #Computation and Language (cs.CL) #Explainable Artificial Intelligence (XAI) #FOS: Computer and information sciences #Multimodal Machine Learning Applications #Topic Modeling
  37. Boosting Relational Deep Learning with Pretrained Tabular Models
    2025/04/07 by Veronica Lachi, Antonio Longa, Lachi, Veronica +9 · 2 citations
    Computer Science · Decision Sciences · #Advanced Graph Neural Networks #Artificial Intelligence (cs.AI) #Data Quality and Management #Databases (cs.DB) #FOS: Computer and information sciences #Graph Theory and Algorithms #Machine Learning (cs.LG)
  38. Symbol Grounding in Neuro-Symbolic AI: A Gentle Introduction to Reasoning Shortcuts
    2025/10/16 by Marconato, Emanuele, Bortolotti, Samuele, van Krieken, Emile +6 · 1 citation
    #Artificial Intelligence (cs.AI) #FOS: Computer and information sciences #Machine Learning (cs.LG)
  39. ProtScan: Modeling and Prediction of RNA-Protein Interactions
    2024/12/30 by Gianluca Corrado, Michaël Uhl, Corrado, Gianluca +7 · 1 citation
    Biochemistry, Genetics and Molecular Biology · #Biomolecules (q-bio.BM) #FOS: Biological sciences #RNA Research and Splicing #RNA and protein synthesis mechanisms #RNA modifications and cancer
  40. Bridging Theory and Practice in Link Representation with Graph Neural Networks
    2025/06/30 by Veronica Lachi, Lachi, Veronica, Francesco Ferrini +9 · 1 citation
    Computer Science · Physics and Astronomy · #Advanced Graph Neural Networks #Artificial Intelligence (cs.AI) #Complex Network Analysis Techniques #FOS: Computer and information sciences #Graph Theory and Algorithms #Machine Learning (cs.LG)