Výsledky vyhledávání - "Asynchronous optimization algorithms"

Distributed Asynchronous Discrete-Time Feedback Optimization Autor Behrendt, Gabriel, Longmire, Matthew, Bell, Zachary I., Hale, Matthew

“…In this article, we present an algorithm that drives the outputs of a network of agents to jointly track the solution of a time-varying, strongly convex…”
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Asynchronous Parallel Nonconvex Optimization Under the Polyak-Łojasiewicz Condition Autor Yazdani, Kasra, Hale, Matthew

“…Communication delays and synchronization are major bottlenecks for parallel computing, and tolerating asynchrony is therefore crucial for accelerating parallel…”
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Differential Privacy Federated Learning: A Comprehensive Review Autor Shan, Fangfang, Mao, Shiqi, Lu, Yanlong, Li, Shuaifeng

“…). Firstly, the article introduces the basic concepts of Federated Learning, including synchronous and asynchronous optimization algorithms…”
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Setwise Coordinate Descent for Dual Asynchronous Decentralized Optimization Autor Costantini, Marina, Liakopoulos, Nikolaos, Mertikopoulos, Panayotis, Spyropoulos, Thrasyvoulos

“…In decentralized optimization over networks, synchronizing the updates of all nodes incurs significant communication overhead. Therefore, much of the recent…”
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Analysis and Implementation of an Asynchronous Optimization Algorithm for the Parameter Server Autor Aytekin, Arda, Feyzmahdavian, Hamid Reza, Johansson, Mikael

“…This paper presents an asynchronous incremental aggregated gradient algorithm and its implementation in a parameter server framework for solving regularized…”
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Pick your Neighbor: Local Gauss-Southwell Rule for Fast Asynchronous Decentralized Optimization Autor Costantini, Marina, Liakopoulos, Nikolaos, Mertikopoulos, Panayotis, Spyropoulos, Thrasyvoulos

“… of asynchronous optimization algorithms, where agents activate and communicate at arbitrary times without needing a global synchronization enforcer…”
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Complex-Structured Optimization Problems in Distributed Learning Autor Liu, Zhuqing

“…In recent years, machine learning (ML) has achieved astonishing success in many areas, including robotics, image recognition, natural language processing, and…”
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Optimal convergence rates of totally asynchronous optimization Autor Wu, Xuyang, Magnusson, Sindri, Reza Feyzmahdavian, Hamid, Johansson, Mikael

“…Asynchronous optimization algorithms are at the core of modern machine learning and resource allocation systems…”
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Optimal convergence rates of totally asynchronous optimization Autor Wu, Xuyang, Magnusson, Sindri, Feyzmahdavian, Hamid Reza, Johansson, Mikael

“…Asynchronous optimization algorithms are at the core of modern machine learning and resource allocation systems…”
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Conservative Signal Processing Architectures For Asynchronous, Distributed Optimization Part I: General Framework Autor Baran, Thomas A, Lahlou, Tarek A

“…This paper presents a framework for designing a class of distributed, asynchronous optimization algorithms, realized as signal processing architectures utilizing various conservation principles…”
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Pick your Neighbor: Local Gauss-Southwell Rule for Fast Asynchronous Decentralized Optimization Autor Costantini, Marina, Liakopoulos, Nikolaos, Mertikopoulos, Panayotis, Spyropoulos, Thrasyvoulos

“… of asynchronous optimization algorithms, where agents activate and communicate at arbitrary times without needing a global synchronization enforcer…”
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A Decentralised Asynchronous Optimisation Algorithm with an Application to Phase Retrieval Autor Mafakheri, Behnam, Manton, Jonathan H., Shames, Iman

“…This paper tackles the challenge of decentralised, nonconvex optimisation in situations where agents work asynchronously. Our main contribution is a new…”
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Conservative signal processing architectures for asynchronous, distributed optimization part I: General framework Autor Baran, Thomas A., Lahlou, Tarek A.

“…This paper presents a framework for designing a class of distributed, asynchronous optimization algorithms, realized as signal processing architectures utilizing various conservation principles…”
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A Robust Asynchronous Newton Method for Massive Scale Computing Systems Autor Desell, Travis, Magdon-Ismail, Malik, Newberg, Heidi, Newberg, Lee A, Szymanski, Boleslaw K, Varela, Carlos A

“… Iterative and asynchronous optimization algorithms implemented using MPI on clusters and supercomputers, and BOINC on volunteer computing grids have been packaged together in a framework for generic…”
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Decoupled Asynchronous Proximal Stochastic Gradient Descent with Variance Reduction Autor Huo, Zhouyuan, Gu, Bin, Huang, Heng

“… Asynchronous optimization algorithms come out as a promising solution. Recently, decoupled asynchronous proximal stochastic gradient descent (DAP-SGD…”
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Design and Implementation of an Energy-Efficient Weather Station for Wind Data Collection Autor Leelavinodhan, Padma Balaji, Vecchio, Massimo, Antonelli, Fabio, Maestrini, Andrea, Brunelli, Davide

“… An asynchronous optimization algorithm for wind data collection has been successfully…”
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Decentralized asynchronous optimization for dynamic adaptive multimedia streaming over information centric networking Autor Wang, Mu, Xu, Changqiao, Chen, Xingyan, Zhong, Lujie, Muntean, Gabriel-Miro

“… the video bitrate for the long-term viewing utility. A distributed asynchronous optimization algorithm (DAOA…”
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Asynchronous distributed algorithm for constrained optimization and its application Autor Wang, Ting, Li, Zhongmei, Nie, Rong, Du, Wenli

“… and inconsistent updates between nodes. To tackle the problem with guaranteed constraint satisfaction, a distributed asynchronous optimization algorithm is proposed based on the parameter projection method…”
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Regularization and Parallelization Techniques for Modern Engineering Optimization Autor Ubl, Matthew

“…Large-scale optimization and control problems appear in applications such as robotics, machine learning, smart power grids, and sensor networks. These problems…”
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Distributed Learning with Sparse Communications by Identification Autor Grishchenko, Dmitry, Iutzeler, Franck, Malick, Jérôme, Amini, Massih-Reza

“… When computations are performed by workers on local data while a coordinator machine coordinates their updates to minimize a global loss, we present an asynchronous optimization algorithm…”
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