Andrea Passerini
- 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
- Graph Neural Networks for temporal graphs: State of the art, open challenges, and opportunities
2023/02/02 by Antonio Longa, Veronica Lachi, Longa, Antonio +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)
- Interactive Label Cleaning with Example-based Explanations
2021/06/07 by Stefano Teso, Andrea Bontempelli, Teso, Stefano +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
- 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
- A Neuro-Symbolic Benchmark Suite for Concept Quality and Reasoning Shortcuts
2024/06/14 by Samuele Bortolotti, Bortolotti, Samuele, Emanuele Marconato +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
- 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 · 4 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
- 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
- Concept-level Debugging of Part-Prototype Networks
2022/05/31 by Andrea Bontempelli, Stefano Teso, Bontempelli, Andrea +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
- 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)
- 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)
- 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
- An Efficient Procedure for Mining Egocentric Temporal Motifs
2021/10/04 by Antonio Longa, Longa, Antonio, Giulia Cencetti +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)
- 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)
- Generating fine-grained surrogate temporal networks
2022/05/18 by Antonio Longa, Longa, Antonio, Giulia Cencetti +7 · 1 citation
Physics and Astronomy · Computer Science · Psychology · #Complex Network Analysis Techniques #Data Visualization and Analytics #Mental Health Research Topics
- 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)
- Continual egocentric object recognition
2019/12/06 by Luca Erculiani, Fausto Giunchiglia, Erculiani, Luca +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
- SMT-based Weighted Model Integration with Structure Awareness
2022/06/28 by Giuseppe Spallitta, Spallitta, Giuseppe, Gabriele Masina +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
- Neuro-Symbolic Reasoning Shortcuts: Mitigation Strategies and their Limitations
2023/03/22 by Emanuele Marconato, Marconato, Emanuele, Stefano Teso +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
- A Self-Explainable Heterogeneous GNN for Relational Deep Learning
2024/11/30 by Francesco Ferrini, Antonio Longa, Ferrini, Francesco +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
- 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
- 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
- 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)
- Noiser: Bounded Input Perturbations for Attributing Large Language Models
2025/04/03 by Mohammad Reza Ghasemi Madani, Madani, Mohammad Reza Ghasemi, Aryo Pradipta Gema +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
- 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)
- ProtScan: Modeling and Prediction of RNA-Protein Interactions
2024/12/30 by Gianluca Corrado, Corrado, Gianluca, Michaël Uhl +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
- 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)