DeepSwarm: towards swarm deep learning with bi-directional optimization of data acquisition and processing

Sicong LIU, Bin GUO, Ziqi WANG, Lehao WANG, Zimu ZHOU, Xiaochen LI, Zhiwen YU

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Front. Comput. Sci. ›› 2025, Vol. 19 ›› Issue (3) : 193501. DOI: 10.1007/s11704-024-40465-z
Networks and Communication
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DeepSwarm: towards swarm deep learning with bi-directional optimization of data acquisition and processing

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Sicong LIU, Bin GUO, Ziqi WANG, Lehao WANG, Zimu ZHOU, Xiaochen LI, Zhiwen YU. DeepSwarm: towards swarm deep learning with bi-directional optimization of data acquisition and processing. Front. Comput. Sci., 2025, 19(3): 193501 https://doi.org/10.1007/s11704-024-40465-z

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Acknowledgements

The work was supported by the National Science Fund for Distinguished Young Scholars (62025205), the National Natural Science Foundation of China (Grant Nos. 62032020, 62102317), CityU APRC Grant (9610633).

Competing interests

Bin Guo is an Editorial Board member of the journal and a co-author of this article. To minimize bias, he was excluded from all editorial decision-making related to the acceptance of this article for publication. The remaining authors declare no conflict of interest.

Electronic supplementary material

Supplementary material is available in the online version of this article at journal.hep.com.cn and link.springer.com.

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