Demetrio, Luca
- Phantom Sponges: Exploiting Non-Maximum Suppression to Attack Deep Object Detectors
2022/05/26 by Avishag Shapira, Shapira, Avishag, Alon Zolfi +7 · 9 citations
Computer Science · #Advanced Neural Network Applications #Adversarial Robustness in Machine Learning #Anomaly Detection Techniques and Applications #Computer Vision and Pattern Recognition (cs.CV) #Cryptography and Security (cs.CR) #FOS: Computer and information sciences #Machine Learning (cs.LG)
- Explaining Vulnerabilities of Deep Learning to Adversarial Malware Binaries
2019/01/11 by Luca Demetrio, Battista Biggio, Demetrio, Luca +7 · 6 citations
Computer Science · #Advanced Malware Detection Techniques #Adversarial Robustness in Machine Learning #Anomaly Detection Techniques and Applications #Cryptography and Security (cs.CR) #FOS: Computer and information sciences
- secml-malware: Pentesting Windows Malware Classifiers with Adversarial EXEmples in Python
2021/04/26 by Luca Demetrio, Battista Biggio, Demetrio, Luca +1 · 1 voice · 1 citation
Computer Science · #Advanced Malware Detection Techniques #Adversarial Robustness in Machine Learning #Cryptography and Security (cs.CR) #FOS: Computer and information sciences #Network Security and Intrusion Detection #cs.CR
- Indicators of Attack Failure: Debugging and Improving Optimization of Adversarial Examples
2021/06/18 by Maura Pintor, Luca Demetrio, Pintor, Maura +11 · 2 citations
Computer Science · #Advanced Malware Detection Techniques #Adversarial Robustness in Machine Learning #Computer Vision and Pattern Recognition (cs.CV) #Cryptography and Security (cs.CR) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Software Testing and Debugging Techniques
- Robust Machine Learning for Malware Detection over Time
2022/08/09 by Daniele Angioni, Angioni, Daniele, Luca Demetrio +5 · 2 citations
Computer Science · #Advanced Malware Detection Techniques #Cryptography and Security (cs.CR) #Data Stream Mining Techniques #FOS: Computer and information sciences #Network Security and Intrusion Detection
- Trust Under Siege: Label Spoofing Attacks against Machine Learning for Android Malware Detection
2025/03/14 by Lan, Tianwei, Demetrio, Luca, Nait-Abdesselam, Farid +2 · 2 citations
#Cryptography and Security (cs.CR) #FOS: Computer and information sciences #Machine Learning (cs.LG)
- A New Formulation for Zeroth-Order Optimization of Adversarial EXEmples in Malware Detection
2024/05/23 by Rando, Marco, Demetrio, Luca, Rosasco, Lorenzo +1 · 2 citations
#FOS: Computer and information sciences #Machine Learning (cs.LG)
- Certified Adversarial Robustness of Machine Learning-based Malware Detectors via (De)Randomized Smoothing
2024/05/01 by Gibert, Daniel, Demetrio, Luca, Zizzo, Giulio +3 · 1 citation
#Artificial Intelligence (cs.AI) #Cryptography and Security (cs.CR) #FOS: Computer and information sciences
- Over-parameterization and Adversarial Robustness in Neural Networks: An Overview and Empirical Analysis
2024/06/14 by Srishti Gupta, Zhang Chen, Gupta, Srishti +19 · 1 citation
Computer Science · #Adversarial Robustness in Machine Learning
- Gen-Review: A Large-scale Dataset of AI-Generated (and Human-written) Peer Reviews
2025/10/24 by Demetrio, Luca, Apruzzese, Giovanni, Grosse, Kathrin +4 · 1 citation
#FOS: Computer and information sciences #Machine Learning (cs.LG)