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Demetrio, Luca

  1. 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)
  2. 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
  3. 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
  4. 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
  5. 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
  6. 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)
  7. 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)
  8. 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
  9. 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
  10. 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)