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Decentralized Deep Learning for Multi-Access Edge Computing: A Survey on Communication Efficiency and Trustworthiness
[article]
2021
arXiv
pre-print
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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
2022
Energies
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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
unpublished
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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
国立情報学研究所 平成29年度(2017年度)年報
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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