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Decentralized Deep Learning for Multi-Access Edge Computing: A Survey on Communication Efficiency and Trustworthiness [article]

Yuwei Sun, Hideya Ochiai, Hiroshi Esaki
2021 arXiv   pre-print
Wider coverage and a better solution to a latency reduction in 5G necessitate its combination with multi-access edge computing (MEC) technology.  ...  Furthermore, we offer a comprehensive overview of the current state-of-the-art in the field by outlining the challenges of DDL and the most relevant solutions from novel perspectives of communication efficiency  ...  Sadeghi, “Poisoning attacks ON, Canada, July 6-9, 2020. IEEE, 2020, pp. 1698–1707. [Online]. on federated learning-based iot intrusion detection system,” 2020.  ... 
arXiv:2108.03980v4 fatcat:3chrjozkxrdzljthkjzlagg6uy

Cost Efficient GPU Cluster Management for Training and Inference of Deep Learning

Dong-Ki Kang, Ki-Beom Lee, Young-Chon Kim
2022 Energies  
Through the architecture-agnostic modeling, our CE-DLA approach is able to conduct the delicate mapping of heterogeneous DL jobs to GPU computing nodes.  ...  We show that our approach efficiently avoids the peak-rate time slots of the GPU computing nodes by using the sophisticated mixed-integer nonlinear problem (MINLP) formulation.  ...  In Proceedings of the IEEE 39th International Conference on Distributed Computing Systems (ICDCS), Dallas, TX, USA, 7–9 July 2019; pp. 645–655. 16. Gao, J.  ... 
doi:10.3390/en15020474 fatcat:chkjihqakfculjf3rwveauahmy

TALLINNA TEHNIKAÜLIKOOLI PUBLIKATSIOONID 2016

Tallinna Raamatukogu
unpublished
2016, Toronto, ON, Canada, July 17-22, 2016 : proceedings.  ...  , HCIBGO 2016 held as part of HCI International 2016, Toronto, Canada, July 17-22, 2016 : proceedings.  ... 
fatcat:o6jk6jfy5vghxdlshtty2qccve

Annual Report 2017
国立情報学研究所 平成29年度(2017年度)年報

Vehicular Technology Conference (VTC-Fall) 2017, Toronto, Canada, 25th September 2017 [国際会議発表] (2017.09) 6) 金子めぐみ: "Spectrum and Energy Efficient Wireless Communications for Future 5G/IoT Systems" ,Invited  ...  Detection in Full Duplex-enabled WLAN" ,IEEE Wireless Communication Letters,pp.1-6 (2017.08) 6) T.D.  ...  平成 30 年度 SPARC Japan セミナー企画ワーキンググループの設置について 6. SPARC Japan の今後の活動方針について  ... 
doi:10.20736/0000001218 fatcat:fybrqh7tifb3liogikv27kztca