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Over-the-air federated learning (OTA-FL) offers an exciting new direction over classical FL by averaging model weights using the physics of analog signal propagation. Since each participant broadcasts its model weights concurrently in time…

In this work, the performance of reconfigurable intelligent surface (RIS)-aided communication systems corrupted by the co-channel interference (CCI) at the destination is investigated. Assuming Rayleigh fading and equal-power CCI, we…

性能 · 计算机科学 2020-11-17 Liang Yang , Yin Yang , Daniel Benevides da Costa , Imene Trigui

The scarcity of data and isolated data islands encourage different organizations to share data with each other to train machine learning models. However, there are increasing concerns on the problems of data privacy and security, which…

分布式、并行与集群计算 · 计算机科学 2020-01-01 Qinghe Jing , Weiyan Wang , Junxue Zhang , Han Tian , Kai Chen

Mass data traffics, low-latency wireless services and advanced artificial intelligence (AI) technologies have driven the emergence of a new paradigm for wireless networks, namely edge-intelligent networks, which are more efficient and…

信息论 · 计算机科学 2022-05-17 Qiao Qi , Xiaoming Chen

For distributed learning among collaborative users, this paper develops and analyzes a communication-efficient scheme for federated learning (FL) over the air, which incorporates 1-bit compressive sensing (CS) into analog aggregation…

机器学习 · 计算机科学 2021-03-31 Xin Fan , Yue Wang , Yan Huo , Zhi Tian

This letter aims to clarify the impact of channel aging and phase noise on the performance of intelligent reflecting surface-aided wireless systems. We first model mathematically the outdated channel state information (CSI) due to Doppler…

信息论 · 计算机科学 2022-09-22 Wei Jiang , Hans Dieter Schotten

RF fingerprinting is emerging as a physical layer security scheme to identify illegitimate and/or unauthorized emitters sharing the RF spectrum. However, due to the lack of publicly accessible real-world datasets, most research focuses on…

网络与互联网体系结构 · 计算机科学 2023-08-21 Anu Jagannath , Zackary Kane , Jithin Jagannath

Heterogeneous cellular networks provide significant improvements in terms of increased data rates and cell coverage, and offer reduced user rate starvation. However, there are important problems to be solved. In this paper, we identify that…

网络与互联网体系结构 · 计算机科学 2013-05-14 Kemal Davaslioglu , Ender Ayanoglu

With the rapid development of Internet of Things (IoT) technologies, the sub-GHz unlicensed spectrum is increasingly being shared by protocols such as Long Range (LoRa), Sigfox, and Long-Range Frequency-Hopping Spread Spectrum (LR-FHSS).…

网络与互联网体系结构 · 计算机科学 2025-12-02 Jingxiang Huang , Samer Lahoud

This article provides an overview of the state-of-art results on communication resource allocation over space, time, and frequency for emerging cognitive radio (CR) wireless networks. Focusing on the…

信息论 · 计算机科学 2016-11-17 Rui Zhang , Ying-Chang Liang , Shuguang Cui

We analyze the performance of an interference-limited, decode-and-forward, cooperative relaying system that comprises a source, a destination, and $N$ relays, placed arbitrarily on the plane and suffering from interference by a set of…

A virtual multiple-input multiple-output (MIMO) wireless system using the receiver-side cooperation with the compress-and-forward (CF) protocol, is an alternative to a point-to-point MIMO system, when a single receiver is not equipped with…

信息论 · 计算机科学 2013-02-11 Jing Jiang , John S. Thompson , Hongjian Sun , Peter M. Grant

In this work we provide new insights into the transformer architecture, and in particular, its best-known variant, BERT. First, we propose a method to measure the degree of non-linearity of different elements of transformers. Next, we focus…

计算与语言 · 计算机科学 2021-05-10 Sumu Zhao , Damian Pascual , Gino Brunner , Roger Wattenhofer

Federated learning (FL) has been recognized as a viable distributed learning paradigm which trains a machine learning model collaboratively with massive mobile devices in the wireless edge while protecting user privacy. Although various…

信息论 · 计算机科学 2022-04-19 Yanmeng Wang , Yanqing Xu , Qingjiang Shi , Tsung-Hui Chang

Partially-overlapping tones (POT) are known to help mitigate co-channel interference in uncoordinated multi-carrier networks by introducing intentional frequency offsets (FOs) to the transmitted signals. In this paper, we explore the use of…

信号处理 · 电气工程与系统科学 2020-04-28 Mrugen Deshmukh , Md Moin Uddin Chowdhury , Sung Joon Maeng , Alphan Sahin , Ismail Guvenc

LTE is well on its way to becoming the primary cellular standard, due to its performance and low cost. Over the next decade we will become dependent on LTE, which is why we must ensure it is secure and available when we need it.…

其他计算机科学 · 计算机科学 2014-03-12 Marc Lichtman , Jeffrey H. Reed , T. Charles Clancy , Mark Norton

Cross-Technology Interference (CTI) poses challenges for the performance and robustness of wireless networks. There are opportunities for better cooperation if the spectral occupation and technology of the interference can be detected.…

网络与互联网体系结构 · 计算机科学 2025-07-01 Thijs Havinga , Xianjun Jiao , Wei Liu , Baiheng Chen , Adnan Shahid , Ingrid Moerman

Collisions with hidden terminals is a major cause of performance degradation in 802.11 and likewise wireless networks. Carrier sense multiple access with collision avoidance (CSMA/CA) is utilized to avoid collisions at the cost of spatial…

网络与互联网体系结构 · 计算机科学 2014-01-30 Zhiyi Zhou , Dongning Guo , Michael L. Honig

Base station (BS) association and beam selection in multi-cell drone corridor networks present unique challenges due to the high altitude, mobility and three-dimensional movement of drones. These factors lead to frequent handovers and…

信息论 · 计算机科学 2025-07-08 Pulok Tarafder , Imtiaz Ahmed , Danda B. Rawat , Md. Zoheb Hassan , Kamrul Hasan

Future autonomous systems require wireless connectivity able to support extremely stringent requirements on both latency and reliability. In this paper, we leverage recent developments in the field of finite-blocklength information theory…

信息论 · 计算机科学 2016-11-29 Johan Östman , Giuseppe Durisi , Erik G. Ström , Jingya Li , Henrik Sahlin , Gianluigi Liva