Maura Pintor

Most-cited papers

Why Do Adversarial Attacks Transfer? Explaining Transferability of Evasion and Poisoning Attacks
Ambra Demontis, Marco Melis, Maura Pintor, Matthew Jagielski +4 more
2018USENIX Security Symposium502 citations
Semantic Scholar
The Threat of Offensive AI to Organizations
Yisroel Mirsky, Ambra Demontis, J. Kotak, R. Shankar +7 more
2021Computers & security134 citations Open access
Semantic Scholar
Fast Minimum-norm Adversarial Attacks through Adaptive Norm Constraints
Maura Pintor, F. Roli, Wieland Brendel, B. Biggio
2021Neural Information Processing Systems96 citations
Semantic Scholar
ImageNet-Patch: A Dataset for Benchmarking Machine Learning Robustness against Adversarial Patches
Maura Pintor, D. Angioni, Angelo Sotgiu, Luca Demetrio +3 more
2022Pattern Recognition62 citations Open access
Semantic Scholar
secml: A Python Library for Secure and Explainable Machine Learning
Marco Melis, Ambra Demontis, Maura Pintor, Angelo Sotgiu +1 more
2019arXiv.org44 citations
Semantic Scholar
Indicators of Attack Failure: Debugging and Improving Optimization of Adversarial Examples
Maura Pintor, Luca Demetrio, Angelo Sotgiu, Giovanni Manca +4 more
2021Neural Information Processing Systems40 citations Open access
Semantic Scholar
AttackBench: Evaluating Gradient-based Attacks for Adversarial Examples
Antonio Emanuele Cinà, Jérôme Rony, Maura Pintor, Luca Demetrio +4 more
2024AAAI Conference on Artificial Intelligence34 citations Open access
Semantic Scholar
Why Adversarial Reprogramming Works, When It Fails, and How to Tell the Difference
Yang Zheng, Xiaoyi Feng, Zhao-Qiang Xia, Xiaoyue Jiang +4 more
2021Information Sciences24 citations Open access
Semantic Scholar
Explainability-based Debugging of Machine Learning for Vulnerability Discovery
Angelo Sotgiu, Maura Pintor, B. Biggio
2022ARES22 citations Open access
Semantic Scholar
Adversarial Pruning: A Survey and Benchmark of Pruning Methods for Adversarial Robustness
Giorgio Piras, Maura Pintor, Ambra Demontis, B. Biggio +2 more
2024Pattern Recognition20 citations Open access
Semantic Scholar
secml: Secure and explainable machine learning in Python
Maura Pintor, Luca Demetrio, Angelo Sotgiu, Marco Melis +2 more
2019SoftwareX18 citations Open access
Semantic Scholar
Rethinking data augmentation for adversarial robustness
Hamid Eghbalzadeh, Werner Zellinger, Maura Pintor, Kathrin Grosse +4 more
2024Information Sciences16 citations Open access
Semantic Scholar
Raze to the Ground: Query-Efficient Adversarial HTML Attacks on Machine-Learning Phishing Webpage Detectors
B. Montaruli, Luca Demetrio, Maura Pintor, Luca Compagna +2 more
2023AISec@CCS14 citations Open access
Semantic Scholar
Minimizing Energy Consumption of Deep Learning Models by Energy-Aware Training
Dario Lazzaro, Antonio Emanuele Cinà, Maura Pintor, Ambra Demontis +3 more
2023International Conference on Image Analysis and Processing14 citations Open access
Semantic Scholar
Robustness-Congruent Adversarial Training for Secure Machine Learning Model Updates
D. Angioni, Luca Demetrio, Maura Pintor, Luca Oneto +3 more
2024IEEE Transactions on Pattern Analysis and Machine Intelligence13 citations Open access
Semantic Scholar
Optimization and deployment of CNNs at the edge: the ALOHA experience
P. Meloni, D. Loi, Paola Busia, Gianfranco Deriu +14 more
2019ACM International Conference on Computing Frontiers13 citations Open access
Semantic Scholar
σ-zero: Gradient-based Optimization of ℓ0-norm Adversarial Examples
Antonio Emanuele Cinà, Francesco Villani, Maura Pintor, Lea Schönherr +2 more
2024International Conference on Learning Representations12 citations
Semantic Scholar
ALOHA: an architectural-aware framework for deep learning at the edge
P. Meloni, D. Loi, Gianfranco Deriu, A. Pimentel +15 more
2018INTESA@ESWEEK12 citations Open access
Semantic Scholar
On the Intriguing Connections of Regularization, Input Gradients and Transferability of Evasion and Poisoning Attacks
Ambra Demontis, Marco Melis, Maura Pintor, Matthew Jagielski +4 more
2018arXiv.org11 citations
Semantic Scholar
Be Right Beach: A Social IoT System for Sustainable Tourism Based on Beach Overcrowding Avoidance
R. Girau, E. Ferrara, Maura Pintor, M. Sole +1 more
20182018 IEEE International Conference on Internet of Things (iThings) and IEEE Green Computing and Communications (GreenCom) and IEEE Cyber, Physical and Social Computing (CPSCom) and IEEE Smart Data (SmartData)11 citations
Semantic Scholar
RAID: A Dataset for Testing the Adversarial Robustness of AI-Generated Image Detectors
Hicham Eddoubi, Jonas Ricker, Federico Cocchi, L. Baraldi +7 more
2025arXiv.org8 citations
Semantic Scholar
Evaluating Adversarial Attacks on ImageNet: A Reality Check on Misclassification Classes
Utku Ozbulak, Maura Pintor, Arnout Van Messem, W. De Neve
2021arXiv.org8 citations
Semantic Scholar
Explaining Machine Learning DGA Detectors from DNS Traffic Data
Giorgio Piras, Maura Pintor, Luca Demetrio, B. Biggio
2022Italian Conference on Cybersecurity7 citations Open access
Semantic Scholar
Detecting Anomalies from Video-Sequences: a Novel Descriptor
G. Orrú, Davide Ghiani, Maura Pintor, G. Marcialis +1 more
2020International Conference on Pattern Recognition7 citations Open access
Semantic Scholar
Buffer-free Class-Incremental Learning with Out-of-Distribution Detection
Srishti Gupta, D. Angioni, Maura Pintor, Ambra Demontis +3 more
2025Pattern Recognition6 citations Open access
Semantic Scholar
Robust Machine Learning for Malware Detection over Time
D. Angioni, Luca Demetrio, Maura Pintor, B. Biggio
2022Italian Conference on Cybersecurity6 citations Open access
Semantic Scholar
Improving Fast Minimum-Norm Attacks with Hyperparameter Optimization
Giuseppe Floris, Raffaele Mura, Luca Scionis, Giorgio Piras +3 more
2023The European Symposium on Artificial Neural Networks5 citations Open access
Semantic Scholar
Security of Deep Reinforcement Learning for Autonomous Driving: A Survey
Ambra Demontis, Srishti Gupta, Maura Pintor, Luca Demetrio +5 more
20225 citations
Semantic Scholar
CoEvolution: A Comprehensive Trustworthy Framework For Connected Machine Learning And Secure Interconnected AI Solutions
Antonios Makris, A. Fournaris, Anita Aghaie, Ioannis Arakas +34 more
2025Computer Science Symposium in Russia4 citations Open access
Semantic Scholar
LatentBreak: Jailbreaking Large Language Models through Latent Space Feedback
Raffaele Mura, Giorgio Piras, Kamilė Lukošiūtė, Maura Pintor +2 more
2025arXiv.org3 citations
Semantic Scholar
σ-zero: Gradient-based Optimization of 𝓁0-norm Adversarial Examples
Antonio Emanuele Cinà, Francesco Villani, Maura Pintor, Lea Schönherr +2 more
2024arXiv.org3 citations
Semantic Scholar
Evaluating the Evaluators: Trust in Adversarial Robustness Tests
Antonio Emanuele Cinà, Maura Pintor, Luca Demetrio, Ambra Demontis +2 more
2025Ital-IA2 citations
Semantic Scholar
Understanding Regression in Continual Learning for Malware Detection
Daniele Ghiani, D. Angioni, Angelo Sotgiu, Maura Pintor +1 more
2025ITASEC/SERICS2 citations
Semantic Scholar
Regression-Aware Continual Learning for Android Malware Detection
Daniele Ghiani, D. Angioni, Giorgio Piras, Angelo Sotgiu +5 more
2025IEEE Transactions on Information Forensics and Security2 citations Open access
Semantic Scholar
HO-FMN: Hyperparameter Optimization for Fast Minimum-Norm Attacks
Raffaele Mura, Giuseppe Floris, Luca Scionis, Giorgio Piras +5 more
2024Neurocomputing2 citations Open access
Semantic Scholar
Data Drift in Android Malware Detection
Luca Minnei, Hicham Eddoubi, Angelo Sotgiu, Maura Pintor +2 more
2024International Conference on Machine Learning and Computing2 citations Open access
Semantic Scholar
Over-parameterization and adversarial robustness in neural networks: an overview and empirical analysis
Srishti Gupta, Zhangling Chen, Luca Demetrio, Fabio Brau +8 more
2024Discover Artificial Intelligence2 citations Open access
Semantic Scholar
Detecting Attacks Against Deep Reinforcement Learning for Autonomous Driving
Maura Pintor, Luca Demetrio, Angelo Sotgiu, Hsiao-Ying Lin +3 more
2023International Conference on Machine Learning and Computing2 citations Open access
Semantic Scholar
Stateful Detection of Adversarial Reprogramming
Yang Zheng, Xiaoyi Feng, Zhao-Qiang Xia, Xiaoyue Jiang +4 more
2022Information Sciences2 citations Open access
Semantic Scholar
Slope: A First-order Approach for Measuring Gradient Obfuscation
Maura Pintor, Luca Demetrio, Giovanni Manca, B. Biggio +1 more
2021The European Symposium on Artificial Neural Networks2 citations Open access
Semantic Scholar
Task-Specific Automation in Deep Learning Processes
Georg Buchgeher, G. Czech, A. Ribeiro, Werner Kloihofer +9 more
2021DEXA Workshops2 citations
Semantic Scholar
SAGE-5GC: Security-Aware Guidelines for Evaluating Anomaly Detection in the 5G Core Network
C. Manca, Christian Scano, Giorgio Piras, Fabio Brau +2 more
2026ITASEC/SERICS1 citations
Semantic Scholar
Latent-space Attacks for Refusal Evasion in Language Models
Giorgio Piras, Raffaele Mura, Fabio Brau, Maura Pintor +3 more
2026arXiv.org1 citations
Semantic Scholar
BlackCATT: Black-box Collusion Aware Traitor Tracing in Federated Learning
Elena Rodríguez Lois, Fabio Brau, Maura Pintor, B. Biggio +1 more
2026arXiv.org1 citations
Semantic Scholar
Counterfeit Answers: Adversarial Forgery against OCR-Free Document Visual Question Answering
Marco Pintore, Maura Pintor, D. Karatzas, B. Biggio
2025arXiv.org1 citations
Semantic Scholar
Position-Aware Stamp-Like Adversarial Attack for Document Classification
Qi Dong, Lei Kang, Maura Pintor, D. Karatzas
2025IEEE International Conference on Document Analysis and Recognition1 citations Open access
Semantic Scholar
Evaluating line-level localization ability of learning-based code vulnerability detection models
Marco Pintore, Giorgio Piras, Angelo Sotgiu, Maura Pintor +1 more
2025Machine-mediated learning1 citations Open access
Semantic Scholar
TransferBench: Benchmarking Ensemble-based Black-box Transfer Attacks
Fabio Brau, Maura Pintor, Antonio Emanuele Cinà, Raffaele Mura +4 more
2025Neural Information Processing Systems1 citations
Semantic Scholar
Less is more? an ablation study on AutoAttack for adversarial robustness evaluation
Luca Melis, Luca Scionis, Fabio Brau, Maura Pintor +1 more
2025International Conference on Machine Learning and Computing1 citations Open access
Semantic Scholar
An Experimental Analysis of Semi-supervised Learning for Malware Detection
Luca Minnei, Giorgio Piras, Angelo Sotgiu, Maura Pintor +3 more
2025ITASEC/SERICS1 citations
Semantic Scholar