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  1. 1

    Enhanced Distributed Computation for Machine Learning: Coded Strategies and Multidisciplinary Impact by Tian Xiaolin

    Published 2025-01-01
    “…This article explores methods to accelerate distributed computation, focusing on its application in machine learning. …”
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    Article
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    Graph-Theoretic Limits of Distributed Computation: Entropy, Eigenvalues, and Chromatic Numbers by Mohammad Reza Deylam Salehi, Derya Malak

    Published 2025-07-01
    “…Our codes leverage the spectra of the computation and provide a graph expansion-based characterization to succinctly capture the computation structure, providing new insights into the problem of distributed computation of arbitrary functions.…”
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    Article
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    AI-Enabled Collaborative Distributed Computing in Networked UAVs by Bassem Mokhtar

    Published 2024-01-01
    “…This work proposes a distributed computing architecture for networked UAVs based on collaborative learning and edge-of-things computing. …”
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    Joint Distributed Computation Offloading and Radio Resource Slicing Based on Reinforcement Learning in Vehicular Networks by Khaled A. Alaghbari, Heng-Siong Lim, Charilaos C. Zarakovitis, N. M. Abdul Latiff, Sharifah Hafizah Syed Ariffin, Su Fong Chien

    Published 2025-01-01
    “…In this study, we propose distributed computation offloading systems using reinforcement learning, such as Q-learning, to optimize offloading decisions and balance computation load across the network while minimizing the number of task offloading switches. …”
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    Article
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    Epidemic Random Network Simulations in a Distributed Computing Environment by J. Villanueva-Oller, L. Acedo, J. A. Moraño, A. Sánchez-Sánchez

    Published 2013-01-01
    “…We discuss a computational system following the paradigm of distributed computing, which will allow us to simulate the epidemic propagation in random networks with large number of nodes up to one million. …”
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    Article
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    Face recognition method based on convolutional neural network and distributed computing by Liu Yanyu, Zhang Liu, Zhang Dawei

    Published 2025-04-01
    “…A convolutional neural network and distributed computing (DC)-based face recognition model is researched to enhance multitask face recognition accuracy and computational capacity. …”
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    Article
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    Software analysis of scientific texts: comparative study of distributed computing frameworks by Serik Altynbek, Gabit Shuitenov, Madi Muratbekov, Alibek Barlybayev

    Published 2025-05-01
    “…This study aims to conduct a study of popular distributed computing frameworks for scientific text processing. …”
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    Article
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    k-Means Clustering Algorithm and Its Simulation Based on Distributed Computing Platform by Chunqiong Wu, Bingwen Yan, Rongrui Yu, Baoqin Yu, Xiukao Zhou, Yanliang Yu, Na Chen

    Published 2021-01-01
    “…At present, the explosive growth of data and the mass storage state have brought many problems such as computational complexity and insufficient computational power to clustering research. The distributed computing platform through load balancing dynamically configures a large number of virtual computing resources, effectively breaking through the bottleneck of time and energy consumption, and embodies its unique advantages in massive data mining. …”
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    Article
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    A novel routing method for dynamic control in distributed computing power networks by Lujie Guo, Fengxian Guo, Mugen Peng

    Published 2024-12-01
    “…Driven by diverse intelligent applications, computing capability is moving from the central cloud to the edge of the network in the form of small cloud nodes, forming a distributed computing power network. Tasked with both packet transmission and data processing, it requires joint optimization of communications and computing. …”
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    Article
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