Sulaiman A. Alghunaim

Publication Activity (10 Years)

Years Active: 2017-2024
Publications (10 Years): 28

Top Topics

Gradient Method

Stochastic Optimization

Convergence Analysis

Top Venues

IEEE Trans. Signal Process.

Publications

Haoyuan Cai, Sulaiman A. Alghunaim, Ali H. Sayed
Accelerated Stochastic Min-Max Optimization Based on Bias-corrected Momentum. CoRR (2024)
Haoyuan Cai, Sulaiman A. Alghunaim, Ali H. Sayed
Diffusion Stochastic Optimization for Min-Max Problems. CoRR (2024)
Sulaiman A. Alghunaim, Kun Yuan
An enhanced gradient-tracking bound for distributed online stochastic convex optimization. Signal Process. 217 (2024)
H. Cai, Sulaiman A. Alghunaim, Ali H. Sayed
Diffusion Optimistic Learning for Min-Max Optimization. ICASSP (2024)
Hao Yuan, Sulaiman A. Alghunaim, Kun Yuan
Achieving Linear Speedup with Network-Independent Learning Rates in Decentralized Stochastic Optimization. CDC (2023)
Luyao Guo, Sulaiman A. Alghunaim, Kun Yuan, Laurent Condat, Jinde Cao
RandCom: Random Communication Skipping Method for Decentralized Stochastic Optimization. CoRR (2023)
Edward Duc Hien Nguyen, Sulaiman A. Alghunaim, Kun Yuan, César A. Uribe
On the Performance of Gradient Tracking with Local Updates. CDC (2023)
Sulaiman A. Alghunaim, Kun Yuan
A Unified and Refined Convergence Analysis for Non-Convex Decentralized Learning. IEEE Trans. Signal Process. 70 (2022)
Edward Duc Hien Nguyen, Sulaiman A. Alghunaim, Kun Yuan, César A. Uribe
On the Performance of Gradient Tracking with Local Updates. CoRR (2022)
Sulaiman A. Alghunaim, Ernest K. Ryu, Kun Yuan, Ali H. Sayed
Decentralized Proximal Gradient Algorithms With Linear Convergence Rates. IEEE Trans. Autom. Control. 66 (6) (2021)
Sulaiman A. Alghunaim, Kun Yuan
A Unified and Refined Convergence Analysis for Non-Convex Decentralized Learning. CoRR (2021)
Sulaiman A. Alghunaim, Qi Lyu, Ming Yan, Ali H. Sayed
Dual Consensus Proximal Algorithm for Multi-Agent Sharing Problems. IEEE Trans. Signal Process. 69 (2021)
Kun Yuan, Sulaiman A. Alghunaim
Removing Data Heterogeneity Influence Enhances Network Topology Dependence of Decentralized SGD. CoRR (2021)
Sulaiman A. Alghunaim, Ali H. Sayed
Distributed Coupled Multiagent Stochastic Optimization. IEEE Trans. Autom. Control. 65 (1) (2020)
Sulaiman A. Alghunaim, Kun Yuan, Ali H. Sayed
A Proximal Diffusion Strategy for Multiagent Optimization With Sparse Affine Constraints. IEEE Trans. Autom. Control. 65 (11) (2020)
Sulaiman A. Alghunaim, Ming Yan, Ali H. Sayed
A Multi-Agent Primal-Dual Strategy for Composite Optimization over Distributed Features. CoRR (2020)
Sulaiman A. Alghunaim, Ali H. Sayed
Linear convergence of primal-dual gradient methods and their performance in distributed optimization. Autom. 117 (2020)
Sulaiman A. Alghunaim, Ming Yan, Ali H. Sayed
A Multi-Agent Primal-Dual Strategy for Composite Optimization over Distributed Features. EUSIPCO (2020)
Kun Yuan, Sulaiman A. Alghunaim, Bicheng Ying, Ali H. Sayed
On the Influence of Bias-Correction on Distributed Stochastic Optimization. IEEE Trans. Signal Process. 68 (2020)
Sulaiman A. Alghunaim, Kun Yuan, Ali H. Sayed
A Linearly Convergent Proximal Gradient Algorithm for Decentralized Optimization. CoRR (2019)
Kun Yuan, Sulaiman A. Alghunaim, Bicheng Ying, Ali H. Sayed
On the Performance of Exact Diffusion over Adaptive Networks. CoRR (2019)
Kun Yuan, Sulaiman A. Alghunaim, Bicheng Ying, Ali H. Sayed
On the Performance of Exact Diffusion over Adaptive Networks. CDC (2019)
Lucas Cassano, Sulaiman A. Alghunaim, Ali H. Sayed
Team Policy Learning for Multi-agent Reinforcement Learning. ICASSP (2019)
Sulaiman A. Alghunaim, Kun Yuan, Ali H. Sayed
A Linearly Convergent Proximal Gradient Algorithm for Decentralized Optimization. NeurIPS (2019)
Sulaiman A. Alghunaim, Kun Yuan, Ali H. Sayed
Dual Coupled Diffusion for Distributed Optimization with Affine Constraints. CDC (2018)
Sulaiman A. Alghunaim, Ali H. Sayed
Distributed Coupled Learning Over Adaptive Networks. ICASSP (2018)
João Y. Ishihara, Sulaiman A. Alghunaim
Diffusion LMS filter for distributed estimation of systems with stochastic state transition and observation matrices. ACC (2017)
Sulaiman A. Alghunaim, Kun Yuan, Ali H. Sayed
Decentralized exact coupled optimization. Allerton (2017)