Reza Shokri

1. Defeating Image Obfuscation with Deep Learning
   2016/09/01 by Richard McPherson, McPherson, Richard, Reza Shokri +3 · 2 voices · 7 citations
   Computer Science · #Digital Media Forensic Detection #Generative Adversarial Networks and Image Synthesis #Advanced Steganography and Watermarking Techniques
2. Membership Inference Attacks against Machine Learning Models
   2016/10/18 by Reza Shokri, Marco Stronati, Shokri, Reza +5 · 218 citations
   Computer Science · #Adversarial Robustness in Machine Learning #Cryptography and Security (cs.CR) #Explainable Artificial Intelligence (XAI) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Privacy-Preserving Technologies in Data
3. Can LLMs Keep a Secret? Testing Privacy Implications of Language Models via Contextual Integrity Theory
   2023/10/27 by Niloofar Mireshghallah, Hyunwoo Kim, Mireshghallah, Niloofar +11 · 41 citations
   Computer Science · #Artificial Intelligence (cs.AI) #Computation and Language (cs.CL) #Cryptography and Security (cs.CR) #FOS: Computer and information sciences #Hate Speech and Cyberbullying Detection #Privacy-Preserving Technologies in Data #Topic Modeling
4. What Does it Mean for a Language Model to Preserve Privacy?
   2022/02/11 by Hannah Brown, Katherine Lee, Brown, Hannah +7 · 23 citations
   Computer Science · #Privacy-Preserving Technologies in Data
5. Quantifying Privacy Risks of Masked Language Models Using Membership Inference Attacks
   2022/03/08 by Fatemehsadat Mireshghallah, Kartik Goyal, Mireshghallah, Fatemehsadat +7 · 21 citations
   Computer Science · #Privacy-Preserving Technologies in Data
6. Low-Cost High-Power Membership Inference Attacks
   2023/12/06 by Sajjad Zarifzadeh, Philippe Liu, Zarifzadeh, Sajjad +3 · 22 citations
   Computer Science · #Adversarial Robustness in Machine Learning #Cryptography and Security (cs.CR) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Privacy-Preserving Technologies in Data
7. ML Privacy Meter: Aiding Regulatory Compliance by Quantifying the Privacy Risks of Machine Learning
   2020/07/18 by Sasi Kumar Murakonda, Murakonda, Sasi Kumar, Reza Shokri +1 · 13 citations
   Computer Science · Social Sciences · #Privacy-Preserving Technologies in Data #Privacy, Security, and Data Protection #Ethics and Social Impacts of AI
8. Chiron: Privacy-preserving Machine Learning as a Service
   2018/03/15 by Tyler Hunt, Congzheng Song, Hunt, Tyler +7 · 12 citations
   Computer Science · #Adversarial Robustness in Machine Learning #Security and Verification in Computing #Privacy-Preserving Technologies in Data
9. Machine Learning with Membership Privacy using Adversarial\n Regularization
   2018/07/16 by Milad Nasr, Reza Shokri, Nasr, Milad +4 · 8 citations
   Computer Science · #Adversarial Robustness in Machine Learning #Cryptography and Security (cs.CR) #Explainable Artificial Intelligence (XAI) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Privacy-Preserving Technologies in Data #Stochastic Gradient Optimization Techniques
10. Cronus: Robust and Heterogeneous Collaborative Learning with Black-Box Knowledge Transfer
    2019/12/24 by Hongyan Chang, Chang, Hongyan, Virat Shejwalkar +5 · 12 citations
    Computer Science · Medicine · #Privacy-Preserving Technologies in Data #Adversarial Robustness in Machine Learning #Artificial Intelligence in Healthcare and Education
11. On the Privacy Risks of Algorithmic Fairness
    2020/11/07 by Hongyan Chang, Chang, Hongyan, Reza Shokri +1 · 7 citations
    Computer Science · Social Sciences · #Adversarial Robustness in Machine Learning #Computers and Society (cs.CY) #Cryptography and Security (cs.CR) #Ethics and Social Impacts of AI #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Privacy-Preserving Technologies in Data
12. Differential Privacy Dynamics of Langevin Diffusion and Noisy Gradient Descent
    2021/02/11 by Rishav Chourasia, Chourasia, Rishav, Jiayuan Ye +3 · 5 citations
    Computer Science · Mathematics · #Age of Information Optimization #Cryptography and Security (cs.CR) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Markov Chains and Monte Carlo Methods #Privacy-Preserving Technologies in Data #Stochastic Gradient Optimization Techniques
13. Improving Deep Learning with Differential Privacy using Gradient Encoding and Denoising
    2020/07/22 by Milad Nasr, Nasr, Milad, Reza Shokri +3 · 2 citations
    Computer Science · #Adversarial Robustness in Machine Learning #Cryptography and Data Security #Cryptography and Security (cs.CR) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Privacy-Preserving Technologies in Data
14. Firewalls to Secure Dynamic LLM Agentic Networks
    2025/02/03 by Sahar Abdelnabi, Amr Gomaa, Abdelnabi, Sahar +7 · 8 citations
    Computer Science · Engineering · #Mobile Agent-Based Network Management #Network Security and Intrusion Detection #IPv6, Mobility, Handover, Networks, Security
15. Smaller Language Models are Better Black-box Machine-Generated Text Detectors
    2023/05/17 by Mireshghallah, Niloofar, Justus Mattern, Mattern, Justus +6 · 2 citations
    Computer Science · #Computation and Language (cs.CL) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning and Data Classification #Natural Language Processing Techniques #Topic Modeling
16. Leave-one-out Distinguishability in Machine Learning
    2023/09/29 by Jiayuan Ye, Ye, Jiayuan, Anastasia Borovykh +5 · 2 citations
    Computer Science · #Adversarial Robustness in Machine Learning #Explainable Artificial Intelligence (XAI) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning and Data Classification
17. Watermark Smoothing Attacks against Language Models
    2024/07/19 by Hongyan Chang, Hamed Hassani, Chang, Hongyan +3 · 2 citations
    Computer Science · #FOS: Computer and information sciences #Hate Speech and Cyberbullying Detection #Machine Learning (cs.LG) #Natural Language Processing Techniques #Topic Modeling
18. The Data Minimization Principle in Machine Learning
    2024/05/29 by Prakhar Ganesh, Cuong Tran, Ganesh, Prakhar +5 · 2 citations
    Computer Science · Engineering · #Machine Learning and Data Classification #Neural Networks and Applications #Advanced Data Processing Techniques
19. Share Your Representation Only: Guaranteed Improvement of the Privacy-Utility Tradeoff in Federated Learning
    2023/09/11 by Zebang Shen, Shen, Zebang, Jiayuan Ye +7 · 1 citation
    Computer Science · #Cryptography and Data Security #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Privacy-Preserving Technologies in Data #Stochastic Gradient Optimization Techniques
20. Initialization Matters: Privacy-Utility Analysis of Overparameterized Neural Networks
    2023/10/31 by Jiayuan Ye, Ye, Jiayuan, Zhenyu Zhu +7 · 1 citation
    Computer Science · #Adversarial Robustness in Machine Learning #Cryptography and Security (cs.CR) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Privacy-Preserving Technologies in Data #Stochastic Gradient Optimization Techniques
21. Minerva: A Programmable Memory Test Benchmark for Language Models
    2025/02/05 by Menglin Xia, Victor Ruehle, Xia, Menglin +5 · 2 citations
    Computer Science · #Computation and Language (cs.CL) #FOS: Computer and information sciences #Natural Language Processing Techniques #Topic Modeling