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In spite of their huge success, transformer models remain difficult to scale in depth. In this work, we develop a unified signal propagation theory and provide formulae that govern the moments of the forward and backward signal through the…

计算与语言 · 计算机科学 2024-07-19 Akhil Kedia , Mohd Abbas Zaidi , Sushil Khyalia , Jungho Jung , Harshith Goka , Haejun Lee

A new method for secure information transmission based on generalized synchronization is proposed. The principal advantage of it is a remarkable stability to noise. To reveal this peculiarity of the proposed method the effectiveness of the…

混沌动力学 · 物理学 2013-02-19 Olga Moskalenko , Alexey A. Koronovskii , Alexander E. Hramov

Most Graph Neural Networks (GNNs) operate at the first-order scale, even though multi-scale representations are known to be crucial in domains such as image classification. In this work, we investigate whether GNNs can similarly benefit…

机器学习 · 计算机科学 2026-04-15 Qin Jiang , Chengjia Wang , Michael Lones , Dongdong Chen , Wei Pang

We consider cooperative semantic text communications facilitated by a relay node. We propose two types of semantic forwarding: semantic lossy forwarding (SLF) and semantic predict-and-forward (SPF). Both are machine learning aided…

信息论 · 计算机科学 2024-01-31 Enes Arda , Emrecan Kutay , Aylin Yener

Message passing-based graph neural networks (GNNs) have achieved great success in many real-world applications. For a sampled mini-batch of target nodes, the message passing process is divided into two parts: message passing between nodes…

机器学习 · 计算机科学 2025-02-28 Zhihao Shi , Jie Wang , Zhiwei Zhuang , Xize Liang , Bin Li , Feng Wu

The paper presents structures and techniques aimed towards co-designing scalable asynchronous and decentralized dynamic graph processing for fine-grain memory-driven architectures. It uses asynchronous active messages, in the form of…

分布式、并行与集群计算 · 计算机科学 2024-06-04 Bibrak Qamar Chandio , Maciej Brodowicz , Thomas Sterling

In this paper we prove Aldous's conjecture from 1987 that there is no backoff protocol that is stable for any positive arrival rate. The setting is a communication channel for coordinating requests for a shared resource. Each user who wants…

概率论 · 数学 2026-03-04 Leslie Ann Goldberg , John Lapinskas

This work considers load-balance control among the relays under the secure transmission protocol via relay cooperation in two-hop wireless networks without the information of both eavesdropper channels and locations. The available two-hop…

信息论 · 计算机科学 2013-01-01 Yulong Shen , Xiaohong Jiang , Jianfeng Ma

This paper addresses the problem of bearing-based network localization, which aims to localize all the nodes in a static network given the locations of a subset of nodes termed anchors and inter-node bearings measured in a common reference…

最优化与控制 · 数学 2016-02-23 Shiyu Zhao , Daniel Zelazo

We give sufficient conditions for stability of a continuous-time linear switched system consisting of finitely many subsystems. The switching between subsystems is governed by an underlying graph. The results are applicable to switched…

动力系统 · 数学 2020-01-07 Nikita Agarwal

We consider the following network model motivated, in particular, by blockchains and peer-to-peer live streaming. Data packet flows arrive at the network nodes and need to be disseminated to all other nodes. Packets are relayed through the…

概率论 · 数学 2023-09-07 Aditya Gopalan , Alexander Stolyar

To meet the requirements of time-frequency networks and enable frequency downloadability for nodes along the link, we demonstrated the extraction of stable frequency signals at nodes using a mode-locked laser under the condition of 100 km…

光学 · 物理学 2023-12-19 Ziyi Jin , Ziyang Chen , Kai Wu , Dongrui Yu , Guohua Wu , Song Yu , Bin Luo , Hong Guo

This paper develops a fast, accurate and energy-efficient time synchronization protocol in wireless sensor networks that operate in harsh environments. The suggested protocol concept is based on an electrical physical metaphor. The protocol…

网络与互联网体系结构 · 计算机科学 2017-04-11 Ali Al-Shaikhi , Ahmad Masoud

Recent development of peer-to-peer (P2P) services (e.g. streaming, file sharing, and storage) systems introduces a new type of queue systems that receive little attention before, where both job and server arrive and depart randomly. Current…

性能 · 计算机科学 2016-05-11 Taoyu Li , Minghua Chen , Tony Lee , Xing Li

We study existence, stability, and dynamics of linear and nonlinear stationary modes propagating in radially symmetric multi-core waveguides with balanced gain and loss. We demonstrate that, in general, the system can be reduced to an…

This paper deals with stability of discrete-time switched linear systems whose all subsystems are unstable and the set of admissible switching signals obeys pre-specified restrictions on switches between the subsystems and dwell times on…

系统与控制 · 电气工程与系统科学 2021-11-11 Atreyee Kundu

Packet transmission scheduling on multi-hop wireless sensor networks with 3-egress gateway linear topology is studied. Each node generates a data packet in every one cycle period and forwards it bounded for either of gateways at edges. We…

网络与互联网体系结构 · 计算机科学 2021-02-11 Linh Vu Nguyen , Nguyen Viet Ha , Masahiro Shibata , Masato Tsuru

This work studies the mean-square stability and stabilization problem for networked feedback systems. Data transmission delays in the network channels of the systems are considered. It is assumed that these delays are i.i.d. processes with…

系统与控制 · 电气工程与系统科学 2022-09-20 Jieying Lu , Junhui Li , Weizhou Su

In this paper, a simple transient Markov process with an absorbing point is used to investigate the qualitative behavior of a large scale storage network of non reliable file servers where files can be duplicated. When the size of the…

概率论 · 数学 2012-04-02 Mathieu Feuillet , Philippe Robert

We consider a stochastic queueing system modelling the behaviour of a wireless network with nodes employing a discrete-time version of the standard decentralised medium access algorithm. The system is {\em unsaturated} -- each node receives…

网络与互联网体系结构 · 计算机科学 2018-03-21 Seva Shneer , Alexander Stolyar