Alghunaim, Sulaiman A.

1. Linear Convergence of Primal-Dual Gradient Methods and their Performance\n in Distributed Optimization
   2019/04/01 by Sulaiman A. Alghunaim, Ali H. Sayed, Alghunaim, Sulaiman A. +1 · 5 citations
   Computer Science · Engineering · #Distributed Control Multi-Agent Systems #Stochastic Gradient Optimization Techniques #Sparse and Compressive Sensing Techniques
2. Local Exact-Diffusion for Decentralized Optimization and Learning
   2023/02/01 by Sulaiman A. Alghunaim, Alghunaim, Sulaiman A. · 8 citations
   Computer Science · Engineering · #Stochastic Gradient Optimization Techniques #Distributed Control Multi-Agent Systems #Sparse and Compressive Sensing Techniques
3. On the Performance of Gradient Tracking with Local Updates
   2022/10/10 by Edward Duc Hien Nguyen, Nguyen, Edward Duc Hien, Sulaiman A. Alghunaim +5 · 7 citations
   Computer Science · #Cooperative Communication and Network Coding #Distributed Control Multi-Agent Systems #FOS: Computer and information sciences #FOS: Mathematics #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Optimization and Control (math.OC) #Stochastic Gradient Optimization Techniques
4. Decentralized Proximal Gradient Algorithms with Linear Convergence Rates
   2019/09/13 by Alghunaim, Sulaiman A., Ryu, Ernest K., Yuan, Kun +1 · 4 citations
   #FOS: Mathematics #Optimization and Control (math.OC)
5. Distributed Coupled Multi-Agent Stochastic Optimization
   2017/12/23 by Alghunaim, Sulaiman A., Sayed, Ali H. · 2 citations
   #FOS: Mathematics #Optimization and Control (math.OC)
6. An Enhanced Gradient-Tracking Bound for Distributed Online Stochastic Convex Optimization
   2023/01/07 by Alghunaim, Sulaiman A., Yuan, Kun · 2 citations
   #FOS: Mathematics #Optimization and Control (math.OC)
7. A Proximal Diffusion Strategy for Multi-Agent Optimization with Sparse\n Affine Constraints
   2018/10/04 by Sulaiman A. Alghunaim, Kun Yuan, Alghunaim, Sulaiman A. +3 · 1 citation
   Computer Science · #Cooperative Communication and Network Coding #Distributed Control Multi-Agent Systems #FOS: Mathematics #Neural Networks Stability and Synchronization #Optimization and Control (math.OC)
8. Removing Data Heterogeneity Influence Enhances Network Topology Dependence of Decentralized SGD
   2021/05/17 by Kun Yuan, Yuan, Kun, Sulaiman A. Alghunaim +2 · 1 citation
   Computer Science · #Cooperative Communication and Network Coding #Distributed #Distributed Control Multi-Agent Systems #FOS: Computer and information sciences #FOS: Mathematics #Machine Learning (cs.LG) #Optimization and Control (math.OC) #Parallel #Stochastic Gradient Optimization Techniques #and Cluster Computing (cs.DC)
9. Achieving Linear Speedup with ProxSkip in Distributed Stochastic Optimization
   2023/10/12 by Luyao Guo, Guo, Luyao, Sulaiman A. Alghunaim +7 · 1 citation
   Computer Science · Engineering · #Advanced Wireless Communication Technologies #Privacy-Preserving Technologies in Data #Stochastic Gradient Optimization Techniques #cs.LG #math.OC #stat.ML
10. Diffusion Stochastic Optimization for Min-Max Problems
    2024/01/26 by Haoyuan Cai, Cai, Haoyuan, Sulaiman A. Alghunaim +3 · 3 citations
    Computer Science · #Stochastic Gradient Optimization Techniques #Privacy-Preserving Technologies in Data #Distributed Control Multi-Agent Systems