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Small neural networks (NNs) used for error correction were shown to improve on classic channel codes and to address channel model changes. We extend the code dimension of any such structure by using the same NN under one-hot encoding…

信息论 · 计算机科学 2023-04-03 Onur Günlü , Rick Fritschek , Rafael F. Schaefer

In recent years, coded distributed computing (CDC) has attracted significant attention, because it can efficiently facilitate many delay-sensitive computation tasks against unexpected latencies in distributed computing systems. Despite such…

分布式、并行与集群计算 · 计算机科学 2021-07-12 Baoqian Wang , Junfei Xie , Kejie Lu , Yan Wan , Shengli Fu

We analyze a distributed information network in which each node has access to the information contained in a limited set of nodes (its neighborhood) at a given time. A collective computation is carried out in which each node calculates a…

社会与信息网络 · 计算机科学 2014-04-18 Antonio Córdoba , Daniel Aguilar-Hidalgo , M. Carmen Lemos

We examine the use of string diagrams and the mathematics of category theory in the description of quantum states by tensor networks. This approach lead to a unification of several ideas, as well as several results and methods that have not…

量子物理 · 物理学 2015-03-17 Jacob D. Biamonte , Stephen R. Clark , Dieter Jaksch

Semantic communication has shown great potential in boosting the effectiveness and reliability of communications. However, its systems to date are mostly enabled by deep learning, which requires demanding computing resources. This article…

信息论 · 计算机科学 2023-12-04 Zhijin Qin , Jingkai Ying , Dingxi Yang , Hengjiang Wang , Xiaoming Tao

Capacity formulas and random-coding exponents are derived for a generalized family of Gel'fand-Pinsker coding problems. These exponents yield asymptotic upper bounds on the achievable log probability of error. In our model, information is…

信息论 · 计算机科学 2007-07-13 Pierre Moulin , Ying Wang

In this paper, we consider a distributed reception scenario where a transmitter broadcasts a signal to multiple geographically separated receive nodes over fading channels, and each node forwards a few bits representing a processed version…

信息论 · 计算机科学 2015-06-19 Junil Choi , David J. Love , Patrick Bidigare

This paper proposes an efficient approach of secure clustering in distributed sensor networks. The clusters or groups in the network are formed based on offline rank assignment and predistribution of secret keys. Our approach uses the…

网络与互联网体系结构 · 计算机科学 2016-11-18 Al-Sakib Khan Pathan , Choong Seon Hong

Nearly all practical applications of the theory of characteristic modes (CMs) involve the use of computational tools. Here in Paper 2 of this Series on CMs, we review the general transformations that move CMs from a continuous theoretical…

数值分析 · 数学 2022-04-13 Miloslav Capek , Kurt Schab

While every network node only relays messages in a traditional communication system, the recent network coding (NC) paradigm proposes to implement simple in-network processing with packet combinations in the nodes. NC extends the concept of…

多媒体 · 计算机科学 2016-11-15 Enrico Magli , Mea Wang , Pascal Frossard , Athina Markopoulou

This paper connects a vector-based composition model to a formal semantics, the Dependency-based Compositional Semantics (DCS). We show theoretical evidence that the vector compositions in our model conform to the logic of DCS.…

计算与语言 · 计算机科学 2016-06-09 Ran Tian , Naoaki Okazaki , Kentaro Inui

Learning word representations has recently seen much success in computational linguistics. However, assuming sequences of word tokens as input to linguistic analysis is often unjustified. For many languages word segmentation is a…

计算与语言 · 计算机科学 2013-09-19 Grzegorz Chrupała

The perceptual-based grouping process produces a hierarchical and compositional image representation that helps both human and machine vision systems recognize heterogeneous visual concepts. Examples can be found in the classical…

计算机视觉与模式识别 · 计算机科学 2020-03-27 Zhiheng Li , Wenxuan Bao , Jiayang Zheng , Chenliang Xu

The purpose of this paper is to present a network realization theory for a class of mixed quantum-classical linear stochastic systems. Two forms, the standard form and the general form, of this class of linear mixed quantum-classical…

量子物理 · 物理学 2018-05-24 Shi Wang , Hendra I. Nurdin , Guofeng Zhang , Matthew R. James

In this paper, convolutional network coding is formulated by means of matrix power series representation of the local encoding kernel (LEK) matrices and global encoding kernel (GEK) matrices to establish its theoretical fundamentals for…

信息论 · 计算机科学 2011-09-15 Wangmei Guo , Ning Cai , Qifu Tyler Sun

The representation theory for categorical groups is constructed. Each categorical group determines a monoidal bicategory of representations. Typically, these categories contain representations which are indecomposable but not irreducible. A…

范畴论 · 数学 2007-05-23 John W. Barrett , Marco Mackaay

Computing has passed through many transformations since the birth of the first computing machines. Developments in technology have resulted in the availability of fast and inexpensive processors, and progresses in communication technology…

分布式、并行与集群计算 · 计算机科学 2009-11-24 Sabu M. Thampi

We introduce combinatorial interpretability, a methodology for understanding neural computation by analyzing the combinatorial structures in the sign-based categorization of a network's weights and biases. We demonstrate its power through…

机器学习 · 计算机科学 2025-05-07 Micah Adler , Dan Alistarh , Nir Shavit

Coded distributed computing (CDC) introduced by Li \emph{et al.} can greatly reduce the communication load for MapReduce computing systems. In the general cascaded CDC with $K$ workers, $N$ input files and $Q$ Reduce functions, each input…

信息论 · 计算机科学 2023-11-22 Minquan Cheng , Youlong Wu , Xianxian Li , Dianhua Wu

In an open network environment, privacy of group communication and integrity of the communication data are the two major issues related to secured information exchange. The required level of security may be achieved by authenticating a…

密码学与安全 · 计算机科学 2014-10-16 Dipak Kumar Kole , Subhadip Basu