Santiago Zanella-Béguelin

1. Analyzing Leakage of Personally Identifiable Information in Language Models
   2023/02/01 by Nils Lukas, Lukas, Nils, Ahmed Salem +9 · 54 citations
   Computer Science · Medicine · #Artificial Intelligence in Healthcare and Education #FOS: Computer and information sciences #Machine Learning (cs.LG) #Privacy-Preserving Technologies in Data #Topic Modeling
2. Securing AI Agents with Information-Flow Control
   2025/05/29 by Manuel F. M. Costa, Manuel Costa, Costa, Manuel +16 · 3 voices · 35 citations
   Computer Science · Social Sciences · #Security and Verification in Computing #Access Control and Trust #Adversarial Robustness in Machine Learning
3. SoK: Let the Privacy Games Begin! A Unified Treatment of Data Inference Privacy in Machine Learning
   2022/12/21 by Ahmed Salem, Giovanni Cherubin, Salem, Ahmed +13 · 13 citations
   Computer Science · Social Sciences · #Adversarial Robustness in Machine Learning #Computer Science and Game Theory (cs.GT) #Cryptography and Security (cs.CR) #Ethics and Social Impacts of AI #FOS: Computer and information sciences #Machine Learning (cs.LG) #Privacy-Preserving Technologies in Data
4. Bayesian Estimation of Differential Privacy
   2022/06/10 by Santiago Zanella-Béguelin, Zanella-Béguelin, Santiago, Lukas Wutschitz +14 · 11 citations
   Computer Science · Decision Sciences · #Adversarial Robustness in Machine Learning #Cryptography and Security (cs.CR) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Privacy-Preserving Technologies in Data #Probability and Risk Models
5. Permissive Information-Flow Analysis for Large Language Models
   2024/10/04 by Shoaib Ahmed Siddiqui, Siddiqui, Shoaib Ahmed, Gaonkar, Radhika +16 · 8 citations
   Computer Science · Decision Sciences · #Advanced Graph Neural Networks #Artificial Intelligence (cs.AI) #Data Quality and Management #FOS: Computer and information sciences #Machine Learning (cs.LG) #Topic Modeling
6. Rethinking Privacy in Machine Learning Pipelines from an Information Flow Control Perspective
   2023/11/27 by Lukas Wutschitz, Boris Köpf, Wutschitz, Lukas +15 · 2 citations
   Computer Science · #Adversarial Robustness in Machine Learning #Cryptography and Security (cs.CR) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Privacy-Preserving Technologies in Data #Stochastic Gradient Optimization Techniques
7. A Systematization of Security Vulnerabilities in Computer Use Agents
   2025/07/07 by Daniel Jones, Jones, Daniel, Giorgio Severi +16 · 3 citations
   Computer Science · #Advanced Malware Detection Techniques #Cryptography and Security (cs.CR) #FOS: Computer and information sciences #Security and Verification in Computing #Web Application Security Vulnerabilities