Ye, Jiayuan

1. Enhanced Membership Inference Attacks against Machine Learning Models
   2021/11/18 by Jiayuan Ye, Ye, Jiayuan, Aadyaa Maddi +5 · 33 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
2. 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
3. Differentially Private Learning Needs Hidden State (Or Much Faster Convergence)
   2022/03/10 by Ye, Jiayuan, Shokri, Reza · 4 citations
   #Cryptography and Security (cs.CR) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML)
4. 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
5. 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)
6. 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
7. 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