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أكاديمي
د.
سليمان علي سليمان الغنيم
أستاذ مشارك
موقع المكتب:
S02E2262
Selected Publications
Selected Journal Publications
- S. A. Alghunaim, ‘‘Local exact-diffusion for decentralized optimization and learning,’’ IEEE Trans. Automatic Control, vol. 69, no. 11, pp. 7371-7386, Nov. 2024. [arXiv]
- S. A. Alghunaim and K. Yuan, ‘‘A unified and refined convergence analysis for non-convex decentralized learning,’’ IEEE Trans. on Signal Processing, vol. 70, pp. 3264–3279, June 2022. [arXiv]
- S. A. Alghunaim, Q. Lyu, M. Yan, and A. H. Sayed, ‘‘Dual consensus proximal algorithm for multi-agent sharing problems,’’ IEEE Trans. on Signal Processing, vol. 69, pp. 5568-5579, September 2021.
- S. A. Alghunaim, E. K. Ryu, K. Yuan, and A. H. Sayed, ‘‘Decentralized proximal gradient algorithms with linear convergence rates,’’ IEEE Trans. Automatic Control, vol. 66, no. 6, pp. 2787-2794, June 2021.
Selected Conference Publications
- S. A. Alghunaim, K. Yuan, and A. H. Sayed, ‘‘A linearly convergent proximal gradient algorithm for decentralized optimization,’’ in Advances on Neural Information Processing Systems (NeurIPS), volume 32, Vancouver, Canada, December 2019. [arXiv]