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459 results on '"Yu, Dongxiao"'

451. Privacy-Aware Online Task Offloading for Mobile-Edge Computing

Author

Li, Ting, Liu, Haitao, Liang, Jie, Zhang, Hangsheng, Geng, Liru, Liu, Yinlong, Goos, Gerhard, Founding Editor, Hartmanis, Juris, Founding Editor, Bertino, Elisa, Editorial Board Member, Gao, Wen, Editorial Board Member, Steffen, Bernhard, Editorial Board Member, Woeginger, Gerhard, Editorial Board Member, Yung, Moti, Editorial Board Member, Yu, Dongxiao, editor, Dressler, Falko, editor, and Yu, Jiguo, editor

Published
2020
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452. SDTCNs: A Symmetric Double Temporal Convolutional Network for Chinese NER

Author

Jiang, Wei, Wang, Yuan, Tang, Yan, Goos, Gerhard, Founding Editor, Hartmanis, Juris, Founding Editor, Bertino, Elisa, Editorial Board Member, Gao, Wen, Editorial Board Member, Steffen, Bernhard, Editorial Board Member, Woeginger, Gerhard, Editorial Board Member, Yung, Moti, Editorial Board Member, Yu, Dongxiao, editor, Dressler, Falko, editor, and Yu, Jiguo, editor

Published
2020
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453. Camera Style Guided Feature Generation for Person Re-identification

Author

Hu, Hantao, Liu, Yang, Lv, Kai, Zheng, Yanwei, Zhang, Wei, Ke, Wei, Sheng, Hao, Goos, Gerhard, Founding Editor, Hartmanis, Juris, Founding Editor, Bertino, Elisa, Editorial Board Member, Gao, Wen, Editorial Board Member, Steffen, Bernhard, Editorial Board Member, Woeginger, Gerhard, Editorial Board Member, Yung, Moti, Editorial Board Member, Yu, Dongxiao, editor, Dressler, Falko, editor, and Yu, Jiguo, editor

Published
2020
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454. Verifiable Encrypted Search with Forward Secure Updates for Blockchain-Based System

Author

Li, Han, Zhou, Hongliang, Huang, Hejiao, Jia, Xiaohua, Goos, Gerhard, Founding Editor, Hartmanis, Juris, Founding Editor, Bertino, Elisa, Editorial Board Member, Gao, Wen, Editorial Board Member, Steffen, Bernhard, Editorial Board Member, Woeginger, Gerhard, Editorial Board Member, Yung, Moti, Editorial Board Member, Yu, Dongxiao, editor, Dressler, Falko, editor, and Yu, Jiguo, editor

Published
2020
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455. Quality of Service Optimization in Mobile Edge Computing Networks via Deep Reinforcement Learning

Author

Hsieh, Li-Tse, Liu, Hang, Guo, Yang, Gazda, Robert, Goos, Gerhard, Founding Editor, Hartmanis, Juris, Founding Editor, Bertino, Elisa, Editorial Board Member, Gao, Wen, Editorial Board Member, Steffen, Bernhard, Editorial Board Member, Woeginger, Gerhard, Editorial Board Member, Yung, Moti, Editorial Board Member, Yu, Dongxiao, editor, Dressler, Falko, editor, and Yu, Jiguo, editor

Published
2020
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456. Multi-job Associated Task Scheduling Based on Task Duplication and Insertion for Cloud Computing

Author

Fan, Yuqi, Wang, Lunfei, Chen, Jie, Jin, Zhifeng, Shi, Lei, Xu, Juan, Goos, Gerhard, Founding Editor, Hartmanis, Juris, Founding Editor, Bertino, Elisa, Editorial Board Member, Gao, Wen, Editorial Board Member, Steffen, Bernhard, Editorial Board Member, Woeginger, Gerhard, Editorial Board Member, Yung, Moti, Editorial Board Member, Yu, Dongxiao, editor, Dressler, Falko, editor, and Yu, Jiguo, editor

Published
2020
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457. Approximation Algorithm for the Offloading Problem in Edge Computing

Author

Han, Xinxin, Gao, Guichen, Ning, Li, Wang, Yang, Zhang, Yong, Goos, Gerhard, Founding Editor, Hartmanis, Juris, Founding Editor, Bertino, Elisa, Editorial Board Member, Gao, Wen, Editorial Board Member, Steffen, Bernhard, Editorial Board Member, Woeginger, Gerhard, Editorial Board Member, Yung, Moti, Editorial Board Member, Yu, Dongxiao, editor, Dressler, Falko, editor, and Yu, Jiguo, editor

Published
2020
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458. Communication-Efficient and Privacy-Preserving Protocol for Computing Over-Threshold Set-Union

Author

Gong, Xuhui, Hua, Qiang-sheng, Jin, Hai, Goos, Gerhard, Founding Editor, Hartmanis, Juris, Founding Editor, Bertino, Elisa, Editorial Board Member, Gao, Wen, Editorial Board Member, Steffen, Bernhard, Editorial Board Member, Woeginger, Gerhard, Editorial Board Member, Yung, Moti, Editorial Board Member, Yu, Dongxiao, editor, Dressler, Falko, editor, and Yu, Jiguo, editor

Published
2020
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459. Robust communication-efficient decentralized learning with heterogeneity.

Author

Zhang, Xiao, Wang, Yangyang, Chen, Shuzhen, Wang, Cui, Yu, Dongxiao, and Cheng, Xiuzhen

Subjects
*MACHINE learning, *HETEROGENEITY, *COST control, *ITERATIVE learning control, *IMAGE compression, *AGGREGATION operators
Abstract

In this paper, we propose a robust communication-efficient decentralized learning algorithm, named RCEDL , to address data heterogeneity , communication heterogeneity and communication efficiency simultaneously in real-world scenarios. To the best of our knowledge, this is the first work to address the above challenges in a united framework. In detail, we design a compressed cross-gradient aggregation mechanism with delay to resolve the Non-IID issues, a blocking-resilient mechanism which allows receiving delayed parameters and gradients, and a communication-efficient mechanism including parameters compression and adaptive neighbors selection methods to reduce the communication cost as much as possible. In addition, we also provide convergence analysis of RCEDL and prove its convergence rate O (1 N K ) same with the state-of-the-art decentralized learning algorithms. Finally, we conduct extensive experiments to evaluate RCEDL algorithm on two widely used datasets CIFAR-10 and MNIST under different experimental settings. Compared with the state-of-the-art baseline methods, the proposed RCEDL is much more robust with higher accuracy and at least 3.4 × communication cost reduction under the heterogeneous environment. [ABSTRACT FROM AUTHOR]

Published
2023
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