Quick Parallel Cooperative Spectrum Sensing in Cognitive Wireless Sensor Networks

J Wu, M Su, L Qiao, X Xu, X Liang, H Wang… - IEEE Sensors …, 2024‏ - ieeexplore.ieee.org
In order to meet the increasing frequency demand of sensors and their related applications,
cognitive wireless sensor networks (CWSNs) have emerged, which enable multiple sensors …

Interpretable data fusion for distributed learning: A representative approach via gradient matching

M Fan, B Geng, K Li, X Wang… - 2024 27th International …, 2024‏ - ieeexplore.ieee.org
This paper introduces a representative-based approach for distributed learning that
transforms multiple raw data points into a virtual representation. Unlike traditional distributed …

A Generalized Framework for Social Learning Over State-Dependent Networks

J Shaska, U Mitra - IEEE Transactions on Signal Processing, 2024‏ - ieeexplore.ieee.org
Many social and distributed learning applications often exhibit highly correlated
observations. In particular, knowledge of the underlying parameters is often insufficient to …

Energy-Efficient Distributed Detection through Feedback-Assisted Ordered Transmissions in the Presence of Fading and Quantization

S Adhikary, NB Mehta - IEEE Transactions on Communications, 2024‏ - ieeexplore.ieee.org
We propose a novel energy-efficient feedback-enhanced successively reordered
transmissions scheme (FE-SRTS) that combines distributed multiple access-based ordered …

PFedDST: Personalized Federated Learning with Decentralized Selection Training

M Fan, K Li, T Zhang, Q Tian, B Geng - arxiv preprint arxiv:2502.07750, 2025‏ - arxiv.org
Distributed Learning (DL) enables the training of machine learning models across multiple
devices, yet it faces challenges like non-IID data distributions and device capability …

Distributed Multiple Testing with False Discovery Rate Control in the Presence of Byzantines

D Zhang, M Pournaderi, Y **ang… - arxiv preprint arxiv …, 2025‏ - arxiv.org
This work studies distributed multiple testing with false discovery rate (FDR) control in the
presence of Byzantine attacks, where an adversary captures a fraction of the nodes and …