Ramage, Daniel
- Towards Federated Learning at Scale: System Design
2019/02/04 by Keith Bonawitz, Bonawitz, Keith, Hubert Eichner +26 · 2 voices · 148 citations
Computer Science · #Privacy-Preserving Technologies in Data #Mobile Crowdsensing and Crowdsourcing #Advanced Graph Neural Networks
- Advances and Open Problems in Federated Learning
2019/12/10 by Peter Kairouz, Kairouz, Peter, H. Brendan McMahan +115 · 456 citations
Computer Science · #Cryptography and Security (cs.CR) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML)
- Federated Optimization: Distributed Machine Learning for On-Device Intelligence
2016/10/08 by Jakub Konečný, H. Brendan McMahan, Konečný, Jakub +5 · 93 citations
Computer Science · #Cryptography and Data Security #FOS: Computer and information sciences #Machine Learning (cs.LG) #Privacy-Preserving Technologies in Data #Stochastic Gradient Optimization Techniques
- Practical Secure Aggregation for Federated Learning on User-Held Data
2016/11/14 by Vladimir Ivanov, Bonawitz, Keith, Ben Kreuter +14 · 41 citations
Computer Science · #Cryptography and Data Security #Cryptography and Security (cs.CR) #FOS: Computer and information sciences #Machine Learning (stat.ML) #Privacy-Preserving Technologies in Data #Stochastic Gradient Optimization Techniques
- Federated Learning for Mobile Keyboard Prediction
2018/11/08 by Hard, Andrew, Rao, Kanishka, Mathews, Rajiv +6 · 40 citations
#Computation and Language (cs.CL) #FOS: Computer and information sciences
- Discrete Distribution Estimation under Local Privacy
2016/02/24 by Kairouz, Peter, Bonawitz, Keith, Ramage, Daniel · 13 citations
#FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML)
- Federated Optimization:Distributed Optimization Beyond the Datacenter
2015/11/11 by Jakub Konečný, Konečný, Jakub, McMahan, Brendan +2 · 14 citations
Computer Science · #Cryptography and Data Security #FOS: Computer and information sciences #FOS: Mathematics #Machine Learning (cs.LG) #Optimization and Control (math.OC) #Privacy-Preserving Technologies in Data #Stochastic Gradient Optimization Techniques
- Applied Federated Learning: Improving Google Keyboard Query Suggestions
2018/12/07 by Yang, Timothy, Andrew, Galen, Eichner, Hubert +5 · 13 citations
#FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML)
- AirGapAgent: Protecting Privacy-Conscious Conversational Agents
2024/05/08 by Ren Yi, Bagdasarian, Eugene, Sahra Ghalebikesabi +12 · 23 citations
Computer Science · Social Sciences · #Blockchain Technology Applications and Security #Computation and Language (cs.CL) #Cryptography and Security (cs.CR) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Privacy, Security, and Data Protection #Privacy-Preserving Technologies in Data
- Back to the Drawing Board: A Critical Evaluation of Poisoning Attacks on Production Federated Learning
2021/08/23 by Shejwalkar, Virat, Houmansadr, Amir, Kairouz, Peter +1 · 11 citations
#Cryptography and Security (cs.CR) #Distributed #FOS: Computer and information sciences #Machine Learning (cs.LG) #Parallel #and Cluster Computing (cs.DC)
- Federated Evaluation of On-device Personalization
2019/10/22 by Kangkang Wang, Wang, Kangkang, Rajiv Mathews +9 · 6 citations
Computer Science · Social Sciences · #FOS: Computer and information sciences #Human Mobility and Location-Based Analysis #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Privacy-Preserving Technologies in Data #Recommender Systems and Techniques
- Learning Differentially Private Recurrent Language Models
2017/10/18 by H. Brendan McMahan, McMahan, H. Brendan, Daniel Ramage +5 · 7 citations
Computer Science · #FOS: Computer and information sciences #Machine Learning (cs.LG) #Privacy-Preserving Technologies in Data
- Generative Models for Effective ML on Private, Decentralized Datasets
2019/11/15 by Augenstein, Sean, McMahan, H. Brendan, Ramage, Daniel +5 · 5 citations
#FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML)
- Context-Aware Local Differential Privacy
2019/10/31 by Jayadev Acharya, Keith Bonawitz, Acharya, Jayadev +7 · 4 citations
Computer Science · Social Sciences · #Privacy-Preserving Technologies in Data #Cryptography and Data Security #Privacy, Security, and Data Protection
- Federated Learning in Practice: Reflections and Projections
2024/10/11 by Katharine Daly, Hubert Eichner, Daly, Katharine +9 · 7 citations
Computer Science · #Artificial Intelligence (cs.AI) #Cryptography and Security (cs.CR) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Privacy-Preserving Technologies in Data
- Confidential Federated Computations
2024/04/16 by Eichner, Hubert, Ramage, Daniel, Bonawitz, Kallista +11 · 4 citations
#Cryptography and Security (cs.CR) #FOS: Computer and information sciences #Machine Learning (cs.LG)
- Prompt Public Large Language Models to Synthesize Data for Private On-device Applications
2024/04/05 by Shanshan Wu, Wu, Shanshan, Xu Zheng +7 · 2 citations
Computer Science · #Advanced Data Storage Technologies #Caching and Content Delivery #Computation and Language (cs.CL) #Cryptography and Security (cs.CR) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Privacy-Preserving Technologies in Data