Giovanni Apruzzese

1. "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)
2. SoK: Pragmatic Assessment of Machine Learning for Network Intrusion Detection
   2023/04/30 by Giovanni Apruzzese, Pavel Laskov, Apruzzese, Giovanni +3 · 7 citations
   Computer Science · #Advanced Malware Detection Techniques #Cryptography and Security (cs.CR) #FOS: Computer and information sciences #Internet Traffic Analysis and Secure E-voting #Machine Learning (cs.LG) #Network Security and Intrusion Detection #Networking and Internet Architecture (cs.NI)
3. Concept-based Adversarial Attacks: Tricking Humans and Classifiers Alike
   2022/03/18 by Johannes Schneider, Schneider, Johannes, Giovanni Apruzzese +1 · 2 citations
   Computer Science · #Adversarial Robustness in Machine Learning #Anomaly Detection Techniques and Applications #Computer Vision and Pattern Recognition (cs.CV) #Cryptography and Security (cs.CR) #Domain Adaptation and Few-Shot Learning #FOS: Computer and information sciences #Machine Learning (cs.LG)
4. Adversarial News and Lost Profits: Manipulating Headlines in LLM-Driven Algorithmic Trading
   2026/01/19 by Advije Rizvani, Giovanni Apruzzese, Pavel Laskov · 2 voices
   Computer Science · Decision Sciences · Economics, Econometrics and Finance · #Blockchain Technology Applications and Security #Financial Markets and Investment Strategies #Stock Market Forecasting Methods #cs.CR #cs.LG
5. Attacking logo-based phishing website detectors with adversarial perturbations
   2023/08/18 by Je-Hyun Lee, Zhe Xin, Lee, Jehyun +9 · 1 citation
   Computer Science · #Adversarial Robustness in Machine Learning #Spam and Phishing Detection #Hate Speech and Cyberbullying Detection
6. Machine Learning in Space: Surveying the Robustness of on-board ML models to Radiation
   2024/05/04 by Kevin Lange, Lange, Kevin, Federico Fontana +7 · 1 citation
   Computer Science · #Age of Information Optimization #Computational Physics and Python Applications #Distributed and Parallel Computing Systems #FOS: Computer and information sciences #Machine Learning (cs.LG)
7. SoK: On the Offensive Potential of AI
   2024/12/24 by Saskia Laura Schröer, Giovanni Apruzzese, Schröer, Saskia Laura +28 · 1 citation
   Computer Science · #Artificial Intelligence (cs.AI) #Big Data and Digital Economy #Computability, Logic, AI Algorithms #Computers and Society (cs.CY) #Cryptography and Security (cs.CR) #FOS: Computer and information sciences #Machine Learning (cs.LG)
8. Misleading Large Language Models used (or misused) in Scientific Peer-Reviewing via Hidden Prompt-Injection Attacks
   2025/08/28 by Matteo Gioele Collu, Collu, Matteo Gioele, Umberto Salviati +7 · 3 voices · 1 citation
   #cs.CR