245 citations · 729 across the 27 of their papers we have counts for
4 papers · 1 filter
Performance Optimization for Variable Bitwidth Federated Learning in Wireless Networks
Sihua Wang, Mingzhe Chen, Christopher G. Brinton +3
This paper considers improving wireless communication and computation efficiency in federated learning (FL) via model quantization. In the proposed bitwidth FL scheme, edge devices…
Positioning Using Visible Light Communications: A Perspective Arcs Approach
Zhiyu Zhu, Caili Guo, Rongzhen Bao +3
Visible light positioning (VLP) is an accurate indoor positioning technology that uses luminaires as transmitters. In particular, circular luminaires are a common source type for V…
FedVQCS: Federated Learning via Vector Quantized Compressed Sensing
Yongjeong Oh, Yo-Seb Jeon, Mingzhe Chen +1
In this paper, a new communication-efficient federated learning (FL) framework is proposed, inspired by vector quantized compressed sensing. The basic strategy of the proposed fram…
Adaptive Information Bottleneck Guided Joint Source and Channel Coding for Image Transmission
Lunan Sun, Yang Yang, Mingzhe Chen +3
Joint source and channel coding (JSCC) for image transmission has attracted increasing attention due to its robustness and high efficiency. However, the existing deep JSCC research…