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Wireless connectivity for the Internet of Things (IoT) requires combining low latency and high reliability with power and cost constraints. On top of that, diverse applications and end-to-end services with very different performance…

网络与互联网体系结构 · 计算机科学 2019-02-07 Yuri Murillo , Alessandro Chiumento , Brecht Reynders , Sofie Pollin

This work centers on the communication aspects of decentralized learning over wireless networks, using consensus-based decentralized stochastic gradient descent (D-SGD). Considering the actual communication cost or delay caused by…

机器学习 · 计算机科学 2023-10-26 Daniel Pérez Herrera , Zheng Chen , Erik G. Larsson

We consider a wireless network composed of three nodes and limited by the half-duplex and total power constraints. This formulation encompasses many of the special cases studied in the literature and allows for capturing the common features…

信息论 · 计算机科学 2007-07-13 Lifeng Lai , Ke Liu , Hesham El Gamal

Distributed Deep Neural Network (DNN) training is a technique to reduce the training overhead by distributing the training tasks into multiple accelerators, according to a parallelization strategy. However, high-performance compute and…

硬件体系结构 · 计算机科学 2025-06-10 Saeed Rashidi , William Won , Sudarshan Srinivasan , Puneet Gupta , Tushar Krishna

With the growing adoption of Distributed Ledger Technologies and the subsequent scaling of these networks, there is an inherent need for efficient and resilient communication used by the underlying consensus and replication mechanisms.…

网络与互联网体系结构 · 计算机科学 2023-01-25 Lucian Trestioreanu , Wazen M. Shbair , Flaviene Scheidt de Cristo , Radu State

IEEE 802.11 has evolved from 802.11a/b/g/n to 802.11ac to meet rapidly increasing data rate requirements in WLANs. One important technique adopted in 802.11ac is the channel bonding (CB) scheme that combines multiple 20MHz channels for a…

网络与互联网体系结构 · 计算机科学 2017-03-30 Caihong Kai , Yuting Liang , Tianyu Huang , Xu Chen

This letter proposes a novel communication-efficient and privacy-preserving distributed machine learning framework, coined Mix2FLD. To address uplink-downlink capacity asymmetry, local model outputs are uploaded to a server in the uplink as…

机器学习 · 计算机科学 2020-06-18 Seungeun Oh , Jihong Park , Eunjeong Jeong , Hyesung Kim , Mehdi Bennis , Seong-Lyun Kim

In this work, we address the joint design of the wireless backhauling network topology as well as the frequency/power allocation on the wireless links, where nodes are capable of full-duplex (FD) operation. The proposed joint design enables…

网络与互联网体系结构 · 计算机科学 2019-10-02 Omid Taghizadeh , Praveen Sirvi , Santosh Narasimha , Jose Angel Leon Calvo , Rudolf Mathar

Neighbor Discovery (ND) is the process employed by two wireless devices to discover each other. There are many different ND protocols, both in the scientific literature and also those employed in practice. All ND protocols involve devices…

网络与互联网体系结构 · 计算机科学 2021-03-10 Philipp H. Kindt , Samarjit Chakraborty

Network embedding methods aim at learning low-dimensional latent representation of nodes in a network. While achieving competitive performance on a variety of network inference tasks such as node classification and link prediction, these…

社会与信息网络 · 计算机科学 2018-09-17 Haochen Chen , Xiaofei Sun , Yingtao Tian , Bryan Perozzi , Muhao Chen , Steven Skiena

This paper studies the problem of transmitting multiple independent layered video streams over single-hop wireless networks using network coding (NC). We combine feedback-free random linear NC (RLNC) with unequal error protection (UEP) and…

信息论 · 计算机科学 2014-09-04 Mohammad Esmaeilzadeh , Neda Aboutorab

Minimizing transmission delay in wireless multi-hop networks is a fundamental yet challenging task due to the complex coupling among interference, queue dynamics, and distributed control. Traditional scheduling algorithms, such as…

信号处理 · 电气工程与系统科学 2025-12-10 Boxuan Wen , Junyu Luo

Distributed scheduling algorithms for throughput or utility maximization in dense wireless multi-hop networks can have overwhelmingly high overhead, causing increased congestion, energy consumption, radio footprint, and security…

信号处理 · 电气工程与系统科学 2022-03-29 Zhongyuan Zhao , Ananthram Swami , Santiago Segarra

The application of message-passing Graph Neural Networks has been a breakthrough for important network science problems. However, the competitive performance often relies on using handcrafted structural features as inputs, which increases…

机器学习 · 计算机科学 2026-01-01 Haozhe Tian , Pietro Ferraro , Robert Shorten , Mahdi Jalili , Homayoun Hamedmoghadam

Infrared small target detection (ISTD) has attracted widespread attention and been applied in various fields. Due to the small size of infrared targets and the noise interference from complex backgrounds, the performance of ISTD using…

计算机视觉与模式识别 · 计算机科学 2022-06-07 Ao Wang , Wei Li , Xin Wu , Zhanchao Huang , Ran Tao

The recent advancements of three-dimensional (3D) data acquisition devices have spurred a new breed of applications that rely on point cloud data processing. However, processing a large volume of point cloud data brings a significant…

分布式、并行与集群计算 · 计算机科学 2023-06-06 Jiawei Shao , Haowei Zhang , Yuyi Mao , Jun Zhang

Almost all the WiFi networks today provide single band (either 2.4 GHz or 5.8 GHz) wireless communication functionality for connected mobile nodes. In a single band network, the interference depends on number of nodes in the network and the…

网络与互联网体系结构 · 计算机科学 2020-07-02 Sabur Baidya , Pramod Shirol , Abhishek Basu , Ravi Prakash

We consider the problem of of multi-flow transmission in wireless networks, where data signals from different flows can interfere with each other due to mutual interference between links along their routes, resulting in reduced link…

机器学习 · 计算机科学 2023-08-30 Raz Paul , Kobi Cohen , Gil Kedar

In this paper, we study the broadcast problem in wireless networks when the broadcast is helped by a labelling scheme. We focus on two variants of broadcast: broadcast without acknowledgment (i.e. the initiator of the broadcast is not…

网络与互联网体系结构 · 计算机科学 2020-01-30 Gewu Bu , Maria Potop-Butucaru , Mikael Rabie

Vehicular Ad Hoc Networks (VANETs) are characterized by intermittent connectivity, which leads to failures of end-to-end paths between nodes. Named Data Networking (NDN) is a network paradigm that deals with such problems, since information…

网络与互联网体系结构 · 计算机科学 2018-12-19 Eirini Kalogeiton , Thomas Kolonko , Torsten Braun