Li, Xiaoyun
- Stochastic Controlled Averaging for Federated Learning with Communication Compression
2023/08/16 by Xinmeng Huang, Huang, Xinmeng, Li Ping +3 · 9 citations
Computer Science · #Cooperative Communication and Network Coding #Distributed #FOS: Computer and information sciences #FOS: Mathematics #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Optimization and Control (math.OC) #Parallel #Privacy-Preserving Technologies in Data #Stochastic Gradient Optimization Techniques #and Cluster Computing (cs.DC)
- Toward Communication Efficient Adaptive Gradient Method
2021/09/10 by Xiangyi Chen, Xiaoyun Li, Chen, Xiangyi +3 · 4 citations
Computer Science · #Stochastic Gradient Optimization Techniques #Privacy-Preserving Technologies in Data #Machine Learning and ELM
- FedSKETCH: Communication-Efficient and Private Federated Learning via Sketching
2020/08/11 by Farzin Haddadpour, Belhal Karimi, Haddadpour, Farzin +5 · 3 citations
Computer Science · #Privacy-Preserving Technologies in Data #Cryptography and Data Security #Stochastic Gradient Optimization Techniques
- On Distributed Adaptive Optimization with Gradient Compression
2022/05/11 by Xiaoyun Li, Belhal Karimi, Li, Xiaoyun +3 · 2 citations
Computer Science · Engineering · #Distributed Control Multi-Agent Systems #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Sparse and Compressive Sensing Techniques #Stochastic Gradient Optimization Techniques
- LogShrink: Effective Log Compression by Leveraging Commonality and Variability of Log Data
2023/09/18 by Xiaoyun Li, Li, Xiaoyun, Hongyu Zhang +5 · 2 citations
Computer Science · Decision Sciences · #Cloud Computing and Resource Management #FOS: Computer and information sciences #Scientific Computing and Data Management #Software Engineering (cs.SE) #Software System Performance and Reliability
- Layer-wise and Dimension-wise Locally Adaptive Federated Learning
2021/10/01 by Belhal Karimi, Ping Li, Karimi, Belhal +3 · 1 citation
Computer Science · Social Sciences · #Privacy-Preserving Technologies in Data #Recommender Systems and Techniques #Human Mobility and Location-Based Analysis
- k-Median Clustering via Metric Embedding: Towards Better Initialization with Differential Privacy
2022/06/26 by Fan, Chenglin, Li, Ping, Li, Xiaoyun · 1 citation
#Data Structures and Algorithms (cs.DS) #FOS: Computer and information sciences #Machine Learning (stat.ML)
- Differential Privacy with Random Projections and Sign Random Projections
2023/05/22 by Li, Ping, Li, Xiaoyun · 1 citation
#Cryptography and Security (cs.CR) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML)
- Asymptotic Independence of the Sum and Maximum of Dependent Random Variables with Applications to High-Dimensional Tests
2022/05/03 by Feng, Long, Jiang, Tiefeng, Li, Xiaoyun +1 · 1 citation
#FOS: Computer and information sciences #Methodology (stat.ME)