Andrew, Galen

1. Differentially Private Learning with Adaptive Clipping
   2019/05/09 by Galen Andrew, Andrew, Galen, Om Thakkar +5 · 30 citations
   Computer Science · #Privacy-Preserving Technologies in Data #Stochastic Gradient Optimization Techniques #Cryptography and Data Security
2. Applied Federated Learning: Improving Google Keyboard Query Suggestions
   2018/12/07 by Yang, Timothy, Andrew, Galen, Eichner, Hubert +5 · 12 citations
   #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML)
3. A Field Guide to Federated Optimization
   2021/07/14 by Jianyu Wang, Zachary Charles, Wang, Jianyu +103 · 18 citations
   Computer Science · #FOS: Computer and information sciences #Machine Learning (cs.LG) #Mobile Crowdsensing and Crowdsourcing #Privacy-Preserving Technologies in Data #Stochastic Gradient Optimization Techniques
4. A General Approach to Adding Differential Privacy to Iterative Training Procedures
   2018/12/15 by H. Brendan McMahan, Galen Andrew, McMahan, H. Brendan +11 · 5 citations
   Computer Science · #Privacy-Preserving Technologies in Data #Adversarial Robustness in Machine Learning #Advanced Neural Network Applications
5. Federated Learning of Gboard Language Models with Differential Privacy
   2023/05/29 by Xu, Zheng, Zhang, Yanxiang, Andrew, Galen +5 · 7 citations
   #Cryptography and Security (cs.CR) #FOS: Computer and information sciences #Machine Learning (cs.LG)
6. Training Production Language Models without Memorizing User Data
   2020/09/21 by Swaroop Ramaswamy, Om Thakkar, Ramaswamy, Swaroop +9 · 5 citations
   Computer Science · #Cryptography and Security (cs.CR) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Mobile Crowdsensing and Crowdsourcing #Privacy-Preserving Technologies in Data #Stochastic Gradient Optimization Techniques
7. One-shot Empirical Privacy Estimation for Federated Learning
   2023/02/06 by Galen Andrew, Andrew, Galen, Peter Kairouz +9 · 4 citations
   Computer Science · #Privacy-Preserving Technologies in Data
8. Unleashing the Power of Randomization in Auditing Differentially Private ML
   2023/05/29 by Krishna Pillutla, Galen Andrew, Pillutla, Krishna +9 · 4 citations
   Computer Science · #Adversarial Robustness in Machine Learning #Cryptography and Data Security #Cryptography and Security (cs.CR) #FOS: Computer and information sciences #FOS: Mathematics #Information Theory (cs.IT) #Machine Learning (cs.LG) #Privacy-Preserving Technologies in Data #Statistics Theory (math.ST)