Zobrazeno 1 - 10
of 185
pro vyhledávání: '"GUO, Luyao"'
Decentralized optimization methods with local updates have recently gained attention for their provable ability to communication acceleration. In these methods, nodes perform several iterations of local computations between the communication rounds.
Externí odkaz:
http://arxiv.org/abs/2312.11861
The ProxSkip algorithm for decentralized and federated learning is gaining increasing attention due to its proven benefits in accelerating communication complexity while maintaining robustness against data heterogeneity. However, existing analyses of
Externí odkaz:
http://arxiv.org/abs/2310.07983
This paper proposes a novel CTA (Combine-Then-Adapt)-based decentralized algorithm for solving convex composite optimization problems over undirected and connected networks. The local loss function in these problems contains both smooth and nonsmooth
Externí odkaz:
http://arxiv.org/abs/2302.03238
To address the privacy leakage problem in decentralized composite convex optimization, we proposes a novel differentially private decentralized primal--dual algorithm named DP-RECAL with operator splitting method and relay communication mechanism. We
Externí odkaz:
http://arxiv.org/abs/2212.10859
In this paper, we propose a novel primal-dual proximal splitting algorithm (PD-PSA), named BALPA, for the composite optimization problem with equality constraints, where the loss function consists of a smooth term and a nonsmooth term composed with a
Externí odkaz:
http://arxiv.org/abs/2212.02835
Autor:
Huang, Long1,2,3 (AUTHOR) long.huang@xjtlu.edu.cn, Guo, Luyao3 (AUTHOR), Liu, Baoqing2 (AUTHOR), Jin, Zhijiang1,2 (AUTHOR), Qian, Jinyuan2 (AUTHOR)
Publikováno v:
Energies (19961073). Oct2024, Vol. 17 Issue 20, p5105. 19p.
In this paper, we propose a novel Dual Inexact Splitting Algorithm (DISA) for distributed convex composite optimization problems, where the local loss function consists of a smooth term and a possibly nonsmooth term composed with a linear mapping. DI
Externí odkaz:
http://arxiv.org/abs/2209.01850
Publikováno v:
In Cell Reports 24 September 2024 43(9)
Publikováno v:
In Chemical Engineering Journal 15 September 2024 496
Publikováno v:
In Computers in Biology and Medicine March 2024 171