Shokri, Reza
- Defeating Image Obfuscation with Deep Learning
2016/09/01 by Richard McPherson, Reza Shokri, McPherson, Richard +3 · 2 voices · 8 citations
Computer Science · #Digital Media Forensic Detection #Generative Adversarial Networks and Image Synthesis #Advanced Steganography and Watermarking Techniques
- Membership Inference Attacks against Machine Learning Models
2016/10/18 by Reza Shokri, Shokri, Reza, Marco Stronati +5 · 223 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
- Enhanced Membership Inference Attacks against Machine Learning Models
2021/11/18 by Jiayuan Ye, Ye, Jiayuan, Aadyaa Maddi +5 · 34 citations
Computer Science · Engineering · #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 #Smart Grid Security and Resilience
- Can LLMs Keep a Secret? Testing Privacy Implications of Language Models via Contextual Integrity Theory
2023/10/27 by Niloofar Mireshghallah, Mireshghallah, Niloofar, Hyunwoo Kim +11 · 42 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
- What Does it Mean for a Language Model to Preserve Privacy?
2022/02/11 by Hannah Brown, Katherine Lee, Brown, Hannah +7 · 24 citations
Computer Science · #Privacy-Preserving Technologies in Data
- Quantifying Privacy Risks of Masked Language Models Using Membership Inference Attacks
2022/03/08 by Fatemehsadat Mireshghallah, Mireshghallah, Fatemehsadat, Kartik Goyal +7 · 21 citations
Computer Science · #Privacy-Preserving Technologies in Data
- Machine Learning with Membership Privacy using Adversarial\n Regularization
2018/07/16 by Milad Nasr, Reza Shokri, Nasr, Milad +4 · 12 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
- 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 · 15 citations
Computer Science · Social Sciences · #Privacy-Preserving Technologies in Data #Privacy, Security, and Data Protection #Ethics and Social Impacts of AI
- 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
- Chiron: Privacy-preserving Machine Learning as a Service
2018/03/15 by Tyler Hunt, Congzheng Song, Hunt, Tyler +7 · 13 citations
Computer Science · #Adversarial Robustness in Machine Learning #Security and Verification in Computing #Privacy-Preserving Technologies in Data
- Cronus: Robust and Heterogeneous Collaborative Learning with Black-Box Knowledge Transfer
2019/12/24 by Hongyan Chang, Virat Shejwalkar, Chang, Hongyan +5 · 13 citations
Computer Science · Medicine · #Privacy-Preserving Technologies in Data #Adversarial Robustness in Machine Learning #Artificial Intelligence in Healthcare and Education
- 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
- Context-Aware Membership Inference Attacks against Pre-trained Large Language Models
2024/09/11 by Hongyan Chang, Ali Shahin Shamsabadi, Chang, Hongyan +7 · 1 voice · 4 citations
Computer Science · Mathematics · #Artificial Intelligence (cs.AI) #Computation and Language (cs.CL) #Cryptography and Security (cs.CR) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML) #cs.AI #cs.CL #cs.CR #cs.LG #stat.ML
- 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
- Differentially Private Learning Needs Hidden State (Or Much Faster Convergence)
2022/03/10 by Jiayuan Ye, Ye, Jiayuan, Reza Shokri +1 · 4 citations
Computer Science · #Complexity and Algorithms in Graphs #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
- Bypassing Backdoor Detection Algorithms in Deep Learning
2019/05/31 by Tan, Te Juin Lester, Shokri, Reza · 3 citations
#Cryptography and Security (cs.CR) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML)
- Truth Serum: Poisoning Machine Learning Models to Reveal Their Secrets
2022/03/31 by Tramèr, Florian, Shokri, Reza, Joaquin, Ayrton San +4 · 3 citations
#Cryptography and Security (cs.CR) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML)
- Improving Deep Learning with Differential Privacy using Gradient Encoding and Denoising
2020/07/22 by Milad Nasr, Reza Shokri, Nasr, Milad +3 · 3 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
- 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
- Smaller Language Models are Better Black-box Machine-Generated Text Detectors
2023/05/17 by Mireshghallah, Niloofar, Justus Mattern, Sicun Gao +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
- 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
- Unified Enhancement of Privacy Bounds for Mixture Mechanisms via f-Differential Privacy
2023/10/30 by Wang, Chendi, Su, Buxin, Ye, Jiayuan +2 · 2 citations
#Cryptography and Security (cs.CR) #FOS: Computer and information sciences #FOS: Mathematics #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Methodology (stat.ME) #Statistics Theory (math.ST)
- 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
- The Data Minimization Principle in Machine Learning
2024/05/29 by Prakhar Ganesh, Ganesh, Prakhar, Cuong Tran +5 · 2 citations
Computer Science · Engineering · #Machine Learning and Data Classification #Neural Networks and Applications #Advanced Data Processing Techniques
- Range Membership Inference Attacks
2024/08/09 by Tao, Jiashu, Shokri, Reza · 3 citations
#FOS: Computer and information sciences #Machine Learning (cs.LG)
- The Canary's Echo: Auditing Privacy Risks of LLM-Generated Synthetic Text
2025/02/19 by Meeus, Matthieu, Wutschitz, Lukas, Zanella-Béguelin, Santiago +2 · 3 citations
#Computation and Language (cs.CL) #Cryptography and Security (cs.CR) #FOS: Computer and information sciences #Machine Learning (cs.LG)
- 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
- 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
- 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