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Byzantine machine learning (ML) aims to ensure the resilience of distributed learning algorithms to misbehaving (or Byzantine) machines. Although this problem received significant attention, prior works often assume the data held by the…

机器学习 · 计算机科学 2023-02-06 Youssef Allouah , Sadegh Farhadkhani , Rachid Guerraoui , Nirupam Gupta , Rafael Pinot , John Stephan

The problem of distributed optimization requires a group of agents to reach agreement on a parameter that minimizes the average of their local cost functions using information received from their neighbors. While there are a variety of…

最优化与控制 · 数学 2024-03-05 Kananart Kuwaranancharoen , Lei Xin , Shreyas Sundaram

We present ezBFT, a novel leaderless, distributed consensus protocol capable of tolerating byzantine faults. ezBFT's main goal is to minimize the client-side latency in WAN deployments. It achieves this by (i) having no designated primary…

分布式、并行与集群计算 · 计算机科学 2019-04-15 Balaji Arun , Sebastiano Peluso , Binoy Ravindran

We consider the following problem: two nodes want to reliably communicate in a dynamic multihop network where some nodes have been compromised, and may have a totally arbitrary and unpredictable behavior. These nodes are called Byzantine.…

分布式、并行与集群计算 · 计算机科学 2015-02-17 Alexandre Maurer , Sébastien Tixeuil , Xavier Défago

We propose an asynchronous, decentralized algorithm for consensus optimization. The algorithm runs over a network in which the agents communicate with their neighbors and perform local computation. In the proposed algorithm, each agent can…

最优化与控制 · 数学 2017-03-06 Tianyu Wu , Kun Yuan , Qing Ling , Wotao Yin , Ali H. Sayed

In this paper we propose Aleph, a leaderless, fully asynchronous, Byzantine fault tolerant consensus protocol for ordering messages exchanged among processes. It is based on a distributed construction of a partially ordered set and the…

分布式、并行与集群计算 · 计算机科学 2019-08-30 Adam Gągol , Michał Świętek

Byzantine fault tolerant protocols enable state replication in the presence of crashed, malfunctioning, or actively malicious processes. Designing such protocols without the assistance of verification tools, however, is remarkably…

分布式、并行与集群计算 · 计算机科学 2020-09-23 Joel Wanner , Laurent Chuat , Adrian Perrig

Phase clocks are synchronization tools that implement a form of logical time in distributed systems. For systems tolerating transient faults by self-repair of damaged data, phase clocks can enable reasoning about the progress of distributed…

分布式、并行与集群计算 · 计算机科学 2007-05-23 Ted Herman

In this paper, we study the problem of \emph{Byzantine Agreement with predictions}. Along with a proposal, each process is also given a prediction, i.e., extra information which is not guaranteed to be true. For example, one might imagine…

分布式、并行与集群计算 · 计算机科学 2025-05-06 Naama Ben-David , Muhammad Ayaz Dzulfikar , Faith Ellen , Seth Gilbert

We consider the problem of reliably broadcasting information in a multihop asyn- chronous network that is subject to Byzantine failures. That is, some nodes of the network can exhibit arbitrary (and potentially malicious) behavior. Existing…

数据结构与算法 · 计算机科学 2012-01-30 Alexandre Maurer , Sébastien Tixeuil

Byzantine reliable broadcast is a powerful primitive that allows a set of processes to agree on a message from a designated sender, even if some processes (including the sender) are Byzantine. Existing broadcast protocols for this setting…

分布式、并行与集群计算 · 计算机科学 2020-02-21 Rachid Guerraoui , Petr Kuznetsov , Matteo Monti , Matej Pavlovic , Dragos-Adrian Seredinschi , Yann Vonlanthen

In this paper, we study the problem of distributed training (DT) under Byzantine attacks with communication constraints. While prior work has developed various robust aggregation rules at the server to enhance robustness to Byzantine…

分布式、并行与集群计算 · 计算机科学 2026-04-01 Chengxi Li , Youssef Allouah , Rachid Guerraoui , Mikael Skoglund , Ming Xiao

This paper considers the problem of Byzantine dispersion and extends previous work along several parameters. The problem of Byzantine dispersion asks: given $n$ robots, up to $f$ of which are Byzantine, initially placed arbitrarily on an…

分布式、并行与集群计算 · 计算机科学 2021-09-28 Anisur Rahaman Molla , Kaushik Mondal , William K. Moses

In the multisensor sequential change detection problem, a disruption occurs in an environment monitored by multiple sensors. This disruption induces a change in the observations of an unknown subset of sensors. In the Byzantine version of…

统计理论 · 数学 2017-08-25 Georgios Fellouris , Erhan Bayraktar , Lifeng Lai

The problem of dispersion of mobile robots on a graph asks that $n$ robots initially placed arbitrarily on the nodes of an $n$-node anonymous graph, autonomously move to reach a final configuration where exactly each node has at most one…

分布式、并行与集群计算 · 计算机科学 2020-09-04 Anisur Rahaman Molla , Kaushik Mondal , William K. Moses

In this paper, we present an efficient deterministic algorithm for consensus in presence of Byzantine failures. Our algorithm achieves consensus on an $L$-bit value with communication complexity $O(nL + n^4 L^{0.5} + n^6)$ bits, in a…

分布式、并行与集群计算 · 计算机科学 2011-01-19 Guanfeng Liang , Nitin Vaidya

Two remote agents with synchronized clocks may use them to act in concert and communicate. This necessitates some means of creating and maintaining synchrony. One method, not requiring any direct interaction between the agents, is to expose…

统计力学 · 物理学 2026-05-20 Benjamin Sorkin , Thomas A. Witten

The Byzantine distributed quickest change detection (BDQCD) is studied, where a fusion center monitors the occurrence of an abrupt event through a bunch of distributed sensors that may be compromised. We first consider the binary hypothesis…

信息论 · 计算机科学 2019-09-09 Yu-Chih Huang , Yu-Jui Huang , Shih-Chun Lin

This paper studies Byzantine-robust stochastic optimization over a decentralized network, where every agent periodically communicates with its neighbors to exchange local models, and then updates its own local model by stochastic gradient…

机器学习 · 计算机科学 2023-08-11 Jie Peng , Weiyu Li , Qing Ling

Byzantine agreement is a fundamental problem in fault-tolerant distributed computing that has been studied intensively for the last four decades. Much of the research has focused on a static Byzantine adversary, where the adversary is…

分布式、并行与集群计算 · 计算机科学 2025-06-06 Fabien Dufoulon , Gopal Pandurangan
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