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Systems such as sensor networks and teams of autonomous robots consist of multiple autonomous entities that interact with each other in a distributed, asynchronous manner. These entities need to keep track of the state of the system as it…

人工智能 · 计算机科学 2012-07-09 Avi Pfeffer , Terry Tai

Message-passing models of distributed computing vary along numerous dimensions: degree of synchrony, kind of faults, number of faults... Unfortunately, the sheer number of models and their subtle distinctions hinder our ability to design a…

分布式、并行与集群计算 · 计算机科学 2018-11-13 Adam Shimi , Aurélie Hurault , Philippe Quéinnec

This paper addresses the problem of distributed hypothesis testing in multi-agent networks, where agents repeatedly collect local observations about an unknown state of the world, and try to collaboratively detect the true state through…

分布式、并行与集群计算 · 计算机科学 2016-06-13 Lili Su , Nitin H. Vaidya

Today's mainstream network timing models for distributed computing are synchrony, partial synchrony, and asynchrony. These models are coarse-grained and often make either too strong or too weak assumptions about the network. This paper…

分布式、并行与集群计算 · 计算机科学 2024-08-29 Neil Giridharan , Ittai Abraham , Natacha Crooks , Kartik Nayak , Ling Ren

Distributed model fitting refers to the process of fitting a mathematical or statistical model to the data using distributed computing resources, such that computing tasks are divided among multiple interconnected computers or nodes, often…

统计计算 · 统计学 2024-06-04 Xiaofei Wu , Rongmei Liang , Fabio Roli , Marcello Pelillo , Jing Yuan

In this paper we consider a synchronous message passing system in which in every round an external adversary is able to send each processor up to k messages with falsified sender identities and arbitrary content. It is formally shown that…

分布式、并行与集群计算 · 计算机科学 2010-07-08 Michael Okun

We study the problem of distributed hypothesis testing over a network of mobile agents with limited communication and sensing ranges to infer the true hypothesis collaboratively. In particular, we consider a scenario where there is an…

系统与控制 · 电气工程与系统科学 2021-07-20 Bo Wu , Steven Carr , Suda Bharadwaj , Zhe Xu , Ufuk Topcu

In this work, we extend the topology-based approach for characterizing computability in asynchronous crash-failure distributed systems to asynchronous Byzantine systems. We give the first theorem with necessary and sufficient conditions to…

分布式、并行与集群计算 · 计算机科学 2014-06-11 Hammurabi Mendes , Christine Tasson , Maurice Herlihy

We consider the problem of distributed hypothesis testing (or social learning) where a network of agents seeks to identify the true state of the world from a finite set of hypotheses, based on a series of stochastic signals that each agent…

多智能体系统 · 计算机科学 2020-04-06 Shreyas Sundaram , Aritra Mitra

The problem of distributed synthesis is to automatically generate a distributed algorithm, given a target communication network and a specification of the algorithm's correct behavior. Previous work has focused on static networks with an a…

形式语言与自动机理论 · 计算机科学 2020-09-24 Béatrice Bérard , Benedikt Bollig , Patricia Bouyer , Matthias Függer , Nathalie Sznajder

In Byzantine robust distributed or federated learning, a central server wants to train a machine learning model over data distributed across multiple workers. However, a fraction of these workers may deviate from the prescribed algorithm…

机器学习 · 计算机科学 2023-11-23 Sai Praneeth Karimireddy , Lie He , Martin Jaggi

Distributed control algorithms are known to reduce overall computation time compared to centralized control algorithms. However, they can result in inconsistent solutions leading to the violation of safety-critical constraints. Inconsistent…

系统与控制 · 电气工程与系统科学 2024-11-26 Julius Beerwerth , Maximilian Kloock , Bassam Alrifaee

Currently, many machine learning algorithms contain lots of iterations. When it comes to existing large-scale distributed systems, some slave nodes may break down or have lower efficiency. Therefore traditional machine learning algorithm…

分布式、并行与集群计算 · 计算机科学 2020-12-22 Junxiong Wang , Hongzhi Wang , Chenxu Zhao

A common paradigm for scientific computing is distributed message-passing systems, and a common approach to these systems is to implement them across clusters of high-performance workstations. As multi-core architectures become increasingly…

分布式、并行与集群计算 · 计算机科学 2012-05-01 Christine Task , Arun Chauhan

These lecture notes cover basic automata-theoretic concepts and logical formalisms for the modeling and verification of concurrent and distributed systems. Many of these concepts naturally extend the classical automata and logics over…

计算机科学中的逻辑 · 计算机科学 2021-10-19 Benedikt Bollig , Paul Gastin

Synthesis is a particularly challenging problem for concurrent programs. At the same time it is a very promising approach, since concurrent programs are difficult to get right, or to analyze with traditional verification techniques. This…

形式语言与自动机理论 · 计算机科学 2015-06-09 Anca Muscholl

This paper considers the problem of reliable broadcast in asynchronous authenticated systems, in which n processes communicate using signed messages and up to t processes may behave arbitrarily (Byzantine processes). In addition, for each…

分布式、并行与集群计算 · 计算机科学 2022-05-23 Timothé Albouy , Davide Frey , Michel Raynal , François Taïani

In distributed computing, multiple processes interact to solve a problem together. The main model of interaction is the message-passing model, where processes communicate by exchanging messages. Nevertheless, there are several models…

分布式、并行与集群计算 · 计算机科学 2023-06-22 Adam Shimi , Aurélie Hurault , Philippe Queinnec

Every day we share our personal information through digital systems which are constantly exposed to threats. For this reason, security-oriented disciplines of signal processing have received increasing attention in the last decades:…

密码学与安全 · 计算机科学 2025-12-01 Kassem Kallas

Much of the software we use in everyday life consists of distributed components (running on separate cores or even computers) that collaborate through communication (by exchanging messages). It is crucial to develop robust methods that can…

计算机科学中的逻辑 · 计算机科学 2024-03-04 Bas van den Heuvel
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