Guangfeng Yan

Publication Activity (10 Years)

Years Active: 2020-2024
Publications (10 Years): 16

Top Topics

Distributed Learning

Optimal Selection

Adaptive Quantization

Gaussian Mixture

Top Venues

IEEE J. Sel. Areas Commun.

Multim. Tools Appl.

Publications

Guangfeng Yan, Tan Li, Kui Wu, Linqi Song
Killing two birds with one stone: Quantization achieves privacy in distributed learning. Digit. Signal Process. 146 (2024)
Guangfeng Yan, Tan Li, Yuanzhang Xiao, Congduan Li, Linqi Song
Truncated Non-Uniform Quantization for Distributed SGD. CoRR (2024)
Guangfeng Yan, Tan Li, Yuanzhang Xiao, Hanxu Hou, Linqi Song
Improved Quantization Strategies for Managing Heavy-tailed Gradients in Distributed Learning. CoRR (2024)
Guangfeng Yan, Shanxiang Lyu, Hanxu Hou, Zhiyong Zheng, Linqi Song
Towards Quantum-Safe Federated Learning via Homomorphic Encryption: Learning with Gradients. CoRR (2024)
Zhantao Yang, Yangtenglong Li, Xuan Bai, Guangfeng Yan, Qi Sun, Cong Fu
Optimal selection of key parameters for homomorphic filtering based on information entropy. Multim. Tools Appl. 83 (25) (2024)
Guangfeng Yan, Tan Li, Tian Lan, Kui Wu, Linqi Song
Layered Randomized Quantization for Communication-Efficient and Privacy-Preserving Distributed Learning. CoRR (2023)
Jian Xu, Guangfeng Yan, Ziyan Zheng, Shao-Lun Huang
Mitigating Model Poisoning Attacks on Distributed Learning with Heterogeneous Data. ICMLA (2023)
Guangfeng Yan, Tan Li, Kui Wu, Linqi Song
Killing Two Birds with One Stone: Quantization Achieves Privacy in Distributed Learning. CoRR (2023)
Mengzhe Ruan, Guangfeng Yan, Yuanzhang Xiao, Linqi Song, Weitao Xu
Adaptive Top- K in SGD for Communication-Efficient Distributed Learning. GLOBECOM (2023)
Guangfeng Yan, Tan Li, Shao-Lun Huang, Tian Lan, Linqi Song
AC-SGD: Adaptively Compressed SGD for Communication-Efficient Distributed Learning. IEEE J. Sel. Areas Commun. 40 (9) (2022)
Mengzhe Ruan, Guangfeng Yan, Yuanzhang Xiao, Linqi Song, Weitao Xu
Adaptive Top-K in SGD for Communication-Efficient Distributed Learning. CoRR (2022)
Yuzhu Mao, Zihao Zhao, Guangfeng Yan, Yang Liu, Tian Lan, Linqi Song, Wenbo Ding
Communication-Efficient Federated Learning with Adaptive Quantization. ACM Trans. Intell. Syst. Technol. 13 (4) (2022)
Guangfeng Yan, Shao-Lun Huang, Tian Lan, Linqi Song
DQ-SGD: Dynamic Quantization in SGD for Communication-Efficient Distributed Learning. MASS (2021)
Guangfeng Yan, Shao-Lun Huang, Tian Lan, Linqi Song
DQ-SGD: Dynamic Quantization in SGD for Communication-Efficient Distributed Learning. CoRR (2021)
Yuzhu Mao, Zihao Zhao, Guangfeng Yan, Yang Liu, Tian Lan, Linqi Song, Wenbo Ding
Communication Efficient Federated Learning with Adaptive Quantization. CoRR (2021)
Guangfeng Yan, Lu Fan, Qimai Li, Han Liu, Xiaotong Zhang, Xiao-Ming Wu, Albert Y. S. Lam
Unknown Intent Detection Using Gaussian Mixture Model with an Application to Zero-shot Intent Classification. ACL (2020)