Fabio Pierazzi

1. TESSERACT: Eliminating Experimental Bias in Malware Classification across Space and Time
   2018/07/20 by Feargus Pendlebury, Pendlebury, Feargus, Fabio Pierazzi +7 · 32 citations
   Computer Science · #Advanced Malware Detection Techniques #Anomaly Detection Techniques and Applications #Cryptography and Security (cs.CR) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Network Security and Intrusion Detection #Software Testing and Debugging Techniques
2. Transcending Transcend: Revisiting Malware Classification in the\n Presence of Concept Drift
   2020/10/08 by Federico Barbero, Barbero, Federico, Feargus Pendlebury +5 · 18 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
3. "Real Attackers Don't Compute Gradients": Bridging the Gap Between Adversarial ML Research and Practice
   2022/12/29 by Giovanni Apruzzese, Hyrum S. Anderson, Apruzzese, Giovanni +9 · 18 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 #Machine Learning (cs.LG)
4. TESSERACT: Eliminating Experimental Bias in Malware Classification across Space and Time (Extended Version)
   2024/02/02 by Zeliang Kan, Kan, Zeliang, Shae McFadden +13 · 4 citations
   Computer Science · #Advanced Malware Detection Techniques #Anomaly Detection Techniques and Applications #Cryptography and Security (cs.CR) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Network Security and Intrusion Detection #Performance (cs.PF)
5. Jigsaw Puzzle: Selective Backdoor Attack to Subvert Malware Classifiers
   2022/02/11 by Yang Li, Zhi Chen, Yang, Limin +13 · 2 citations
   Computer Science · #Advanced Malware Detection Techniques #Adversarial Robustness in Machine Learning #Cryptography and Security (cs.CR) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Network Security and Intrusion Detection
6. Intriguing Properties of Adversarial ML Attacks in the Problem Space [Extended Version]
   2019/11/05 by Jacopo Cortellazzi, Cortellazzi, Jacopo, Feargus Pendlebury +7 · 1 citation
   Computer Science · #Advanced Malware Detection Techniques #Adversarial Robustness in Machine Learning #Cryptography and Security (cs.CR) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Network Security and Intrusion Detection
7. Unraveling the Key of Machine Learning Solutions for Android Malware Detection
   2024/02/05 by Jiahao Liu, Liu, Jiahao, Jun Zeng +8 · 2 citations
   #Cryptography and Security (cs.CR) #FOS: Computer and information sciences #Machine Learning (cs.LG)
8. Realizable Universal Adversarial Perturbations for Malware
   2021/02/12 by Raphael Labaca-Castro, Labaca-Castro, Raphael, Luis Muñoz-González +9 · 1 citation
   Computer Science · #Advanced Malware Detection Techniques #Adversarial Robustness in Machine Learning #Artificial Intelligence (cs.AI) #Cryptography and Security (cs.CR) #FOS: Computer and information sciences
9. ML-Based Behavioral Malware Detection Is Far From a Solved Problem
   2024/05/09 by Yiğitcan Kaya, Kaya, Yigitcan, Yizheng Chen +12 · 2 citations
   Computer Science · #Advanced Malware Detection Techniques #Network Security and Intrusion Detection #Digital and Cyber Forensics
10. The Adaptive Arms Race: Redefining Robustness in AI Security
    2023/12/20 by Ilias Tsingenopoulos, Vera Rimmer, Tsingenopoulos, Ilias +9 · 1 citation
    Computer Science · Social Sciences · #Adversarial Robustness in Machine Learning #Anomaly Detection Techniques and Applications #Artificial Intelligence (cs.AI) #Cryptography and Security (cs.CR) #Ethics and Social Impacts of AI #FOS: Computer and information sciences
11. Unveiling ECC Vulnerabilities: LSTM Networks for Operation Recognition in Side-Channel Attacks
    2025/02/24 by Alberto Battistello, Battistello, Alberto, Guido Bertoni +13 · 1 citation
    Computer Science · Engineering · #Advanced Malware Detection Techniques #Cryptography and Security (cs.CR) #Electrostatic Discharge in Electronics #FOS: Computer and information sciences #Machine Learning (cs.LG) #Smart Grid Security and Resilience