Personal profile
Author IDs
ORCID iD: 0000-0002-0936-9467
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Dive into the research topics where Guangfeng YAN is active. These topic labels come from the works of this person. Together they form a unique fingerprint.
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Collaborations from the last five years
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Research output
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Layered Randomized Quantization for Communication-Efficient and Privacy-Preserving Distributed Learning
Yan, G. (Co-first Author), Li, T. (Co-first Author), Wu, K. & Song, L., Jul 2025, In: IEEE Journal on Selected Areas in Communications. 43, 7, p. 2684-2699 17 p.Research output: Journal Publications and Reviews › RGC 21 - Publication in refereed journal › peer-review
1 Link opens in a new tab Citation (Scopus) -
Adaptive Top-K in SGD for Communication-Efficient Distributed Learning in Multi-Robot Collaboration
Ruan, M., Yan, G., Xiao, Y., Song, L. & Xu, W., Apr 2024, In: IEEE Journal of Selected Topics in Signal Processing. 18, 3, p. 487-501Research output: Journal Publications and Reviews › RGC 21 - Publication in refereed journal › peer-review
4 Link opens in a new tab Citations (Scopus) -
Killing two birds with one stone: Quantization achieves privacy in distributed learning
Yan, G., Li, T., Wu, K. & Song, L., Mar 2024, In: Digital Signal Processing. 146, 104353.Research output: Journal Publications and Reviews › RGC 21 - Publication in refereed journal › peer-review
9 Link opens in a new tab Citations (Scopus) -
Towards Quantum-Safe Distributed Learning via Homomorphic Encryption: Learning with Gradients
Yan, G., Lyu, S., Hou, H., Zheng, Z. & Song, L., 2024, 2024 IEEE Information Theory Workshop (ITW). IEEE, p. 699-704 (IEEE Information Theory Workshop, ITW).Research output: Chapters, Conference Papers, Creative and Literary Works › RGC 32 - Refereed conference paper (with host publication) › peer-review
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Truncated Non-Uniform Quantization for Distributed SGD
Yan, G., Li, T., Xiao, Y., Hou, H., Li, C. & Song, L., 2024, 2024 IEEE Information Theory Workshop (ITW). IEEE, p. 295-300 (IEEE Information Theory Workshop, ITW).Research output: Chapters, Conference Papers, Creative and Literary Works › RGC 32 - Refereed conference paper (with host publication) › peer-review
Prizes
Thesis
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Enhancing Communication Efficiency and Privacy Protection in Distributed Learning
YAN, G. (Author), SONG, L. (Supervisor), 30 Aug 2024Student thesis: Doctoral Thesis