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Belief propagation and its variants are popular methods for approximate inference, but their running time and even their convergence depend greatly on the schedule used to send the messages. Recently, dynamic update schedules have been…

机器学习 · 计算机科学 2012-06-26 Charles Sutton , Andrew McCallum

We give lower bounds on the communication complexity required to solve several computational problems in a distributed-memory parallel machine, namely standard matrix multiplication, stencil computations, comparison sorting, and the Fast…

数据结构与算法 · 计算机科学 2013-09-24 Michele Scquizzato , Francesco Silvestri

Phase balancing is essential to safe power system operation. We consider a substation connected to multiple phases, each with single-phase loads, generation, and energy storage. A representative of the substation operates the system and…

最优化与控制 · 数学 2015-11-30 Sun Sun , Ben Liang , Min Dong , Joshua A. Taylor

The research area of algorithms with predictions has seen recent success showing how to incorporate machine learning into algorithm design to improve performance when the predictions are correct, while retaining worst-case guarantees when…

机器学习 · 计算机科学 2022-12-06 Michael Dinitz , Sungjin Im , Thomas Lavastida , Benjamin Moseley , Sergei Vassilvitskii

In this report, we report some fundamental results and bounds on the number of messages and storage required to implement barriers using futuristic on-chip optical and RF networks. We prove that it is necessary to maintain a count to at…

分布式、并行与集群计算 · 计算机科学 2015-10-02 Sandeep Chandran , Eldhose Peter , Preeti Ranjan Panda , Smruti R. Sarangi

Suppose that we have two similar files stored on different computers. We need to send the file from the first computer to the second one trying to minimize the number of bits transmitted. This article presents a survey of results known for…

信息论 · 计算机科学 2011-02-24 Aleksandr Chuklin

Approaching ideal wire latency using a network-on-chip (NoC) is an important practical problem for many-core systems, particularly hundreds-cores. Although other researchers have focused on optimizing large meshes, bypassing or speculating…

硬件体系结构 · 计算机科学 2016-07-28 Giorgos Passas

Memory-(in)efficiency is a crucial consideration that oftentimes prevents deployment of state-of-the-art distributed algorithms in real-life modern networks. In the context of the MST problem, roughly speaking, there are three types of…

数据结构与算法 · 计算机科学 2026-03-13 Michael Elkin Tanya Goldenfeld

Aggregation is an important building block of modern distributed applications, allowing the determination of meaningful properties (e.g. network size, total storage capacity, average load, majorities, etc.) that are used to direct the…

分布式、并行与集群计算 · 计算机科学 2010-12-01 Paulo Jesus , Carlos Baquero , Paulo Sérgio Almeida

Serial and parallel algorithms for simulation of tandem queueing systems with infinite buffers are presented, and their performance is examined. It is shown that the algorithms which are based on a simple computational procedure involve low…

数值分析 · 数学 2012-10-25 Sergei M. Ermakov , Nikolai K. Krivulin

This paper considers the basic $\mathcal{PULL}$ model of communication, in which in each round, each agent extracts information from few randomly chosen agents. We seek to identify the smallest amount of information revealed in each…

分布式、并行与集群计算 · 计算机科学 2016-11-07 Lucas Boczkowski , Amos Korman , Emanuele Natale

Approximate message passing is an iterative algorithm for compressed sensing and related applications. A solid theory about the performance and convergence of the algorithm exists for measurement matrices having iid entries of zero mean.…

信息论 · 计算机科学 2014-10-03 Francesco Caltagirone , Florent Krzakala , Lenka Zdeborová

We address the problem of efficient verification of multi-threaded programs running over Total Store Order (TSO) memory model. It has been shown that even with finite data domain programs, the complexity of control state reachability under…

计算机科学中的逻辑 · 计算机科学 2016-06-20 Chinmay Narayan , Subodh Sharma , S. Arun-Kumar

We propose a dual decomposition and linear program relaxation of the NP -hard minimum cost multicut problem. Unlike other polyhedral relaxations of the multicut polytope, it is amenable to efficient optimization by message passing. Like…

数据结构与算法 · 计算机科学 2017-01-13 Paul Swoboda , Bjoern Andres

While load balancing in distributed-memory computing has been well-studied, we present an innovative approach to this problem: a unified, reduced-order model that combines three key components to describe "work" in a distributed system:…

分布式、并行与集群计算 · 计算机科学 2024-04-26 Jonathan Lifflander , Philippe P. Pebay , Nicole L. Slattengren , Pierre L. Pebay , Robert A. Pfeiffer , Joseph D. Kotulski , Sean T. McGovern

The virtualization and softwarization of modern computer networks introduces interesting new opportunities for a more flexible placement of network functions and middleboxes (firewalls, proxies, traffic optimizers, virtual switches, etc.).…

网络与互联网体系结构 · 计算机科学 2017-06-21 Tamas Lukovszki , Matthias Rost , Stefan Schmid

Coded caching schemes are used to reduce computer network traffics in peak time. To determine the efficiency of the schemes, \cite{MN} defined the information rate of the schemes and gave a construction of optimal coded caching schemes.…

信息论 · 计算机科学 2024-03-08 Ruizhong Wei

We establish that the min-sum message-passing algorithm and its asynchronous variants converge for a large class of unconstrained convex optimization problems.

最优化与控制 · 数学 2007-05-30 Ciamac C. Moallemi , Benjamin Van Roy

In this paper we address two problems, for which we present novel, efficient, algorithmic solutions. The first problem is motivated by practical situations and is concerned with the efficient estimation of the upload bandwidth of a machine,…

网络与互联网体系结构 · 计算机科学 2010-01-12 Mugurel Ionut Andreica , Nicolae Tapus

We consider a simple, yet widely studied, set-up in which a Fusion Center (FC) is asked to make a binary decision about a sequence of system states by relying on the possibly corrupted decisions provided by byzantine nodes, i.e. nodes which…

系统与控制 · 计算机科学 2017-02-28 Andrea Abrardo , Mauro Barni , Kassem Kallas , Benedetta Tondi
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