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[期刊论文]

Storage-Assisted Uploading Method for HFL over Optical AIGC Networks

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author:

Zhang, Jia (Zhang, Jia.) [1] | Lin, Xiao (Lin, Xiao.) [2] (Scholars:林霄) | Lian, Zhengtao (Lian, Zhengtao.) [3] | Unfold

Indexed by:

CPCI-S EI Scopus

Abstract:

The rise of artificial intelligence-generated content (AIGC) has fueled a growing demand for data uploads. Massive data are transferred from clients and aggregated on the cloud for the AIGC model update. However, traffic fluctuation makes it difficult to carry AIGC uploads over conventional end-to-end (E2E) connections. In this paper, we present a storage-assisted uploading method for hierarchical federated learning (SU-HFL) over optical AIGC networks. SU-HFL not only reduces uploading traffic via edge aggregation enabled by HFL, but also relaxes the E2E constraint via temporary storage on intermediate nodes. Simulations show that SU-HFL outperforms conventional methods in terms of network performance and training accuracy.

Keyword:

AIGC hierarchical federated learning model upload optical network resource scheduling store-and-forward

Community:

  • [ 1 ] [Zhang, Jia]Fuzhou Univ, Coll Phys & Informat Engn, Fuzhou, Peoples R China
  • [ 2 ] [Lin, Xiao]Fuzhou Univ, Coll Phys & Informat Engn, Fuzhou, Peoples R China
  • [ 3 ] [Lian, Zhengtao]Fuzhou Univ, Coll Phys & Informat Engn, Fuzhou, Peoples R China
  • [ 4 ] [Li, Jun]Soochow Univ, Sch Elect & Informat Engn, Suzhou, Peoples R China
  • [ 5 ] [Chen, Zhen]Shanghai Jiao Tong Univ, State Key Lab Adv Opt Commun Syst & Networks, Shanghai, Peoples R China
  • [ 6 ] [Sun, Weiqiang]Shanghai Jiao Tong Univ, State Key Lab Adv Opt Commun Syst & Networks, Shanghai, Peoples R China
  • [ 7 ] [Lou, Zhilan]Zhejiang Univ Finance & Econ, Sch Data Sci, Hangzhou, Peoples R China

Reprint 's Address:

  • [Lin, Xiao]Fuzhou Univ, Coll Phys & Informat Engn, Fuzhou, Peoples R China;;

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Source :

CIC INTERNATIONAL CONFERENCE ON COMMUNICATIONS IN CHINA, ICCC

ISSN: 2377-8644

Year: 2024

Cited Count:

WoS CC Cited Count:

30 Days PV: 2

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