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Robust aggregation is the core operation in Byzantine-tolerant federated learning. To ensure the quality of aggregation independently of data distribution or attacks, validity conditions are needed. They provide geometric guarantees of…

机器学习 · 计算机科学 2026-05-18 Mélanie Cambus , Darya Melnyk , Tijana Milentijević , Stefan Schmid

We propose an univesal scheme to design loop-free and super-stabilizing protocols for constructing spanning trees optimizing any tree metrics (not only those that are isomorphic to a shortest path tree). Our scheme combines a novel…

分布式、并行与集群计算 · 计算机科学 2010-07-28 Lélia Blin , Maria Potop-Butucaru , Stephane Rovedakis , Sébastien Tixeuil

Consider a distributed system with $n$ processors out of which $f$ can be Byzantine faulty. In the approximate agreement task, each processor $i$ receives an input value $x_i$ and has to decide on an output value $y_i$ such that - the…

分布式、并行与集群计算 · 计算机科学 2019-11-20 Thomas Nowak , Joel Rybicki

We propose the first deterministic algorithm that tolerates up to $f$ byzantine faults in $3f+1$-sized networks and performs in the asynchronous CORDA model. Our solution matches the previously established lower bound for the…

分布式、并行与集群计算 · 计算机科学 2015-05-13 Zohir Bouzid , Maria Potop-Butucaru , Sébastien Tixeuil

This paper investigates the problem \textit{good-case latency} of Byzantine agreement, broadcast and state machine replication in the synchronous authenticated setting. The good-case latency measure captures the time it takes to reach…

密码学与安全 · 计算机科学 2020-12-22 Ittai Abraham , Kartik Nayak , Ling Ren , Zhuolun Xiang

We address the problem of reaching consensus in the presence of Byzantine faults. In particular, we are interested in investigating the impact of messages relay on the network connectivity for a correct iterative approximate Byzantine…

分布式、并行与集群计算 · 计算机科学 2015-04-17 Lili Su , Nitin Vaidya

Stabilization is a key dependability property for dealing with unanticipated transient faults, as it guarantees that even in the presence of such faults, the system will recover to states where it satisfies its specification. One of the…

分布式、并行与集群计算 · 计算机科学 2017-06-12 Vidhya Tekken Valapil , Sandeep S. Kulkarni

How to achieve precise distributed optimization despite unknown attacks, especially the Byzantine attacks, is one of the critical challenges for multiagent systems. This paper addresses a distributed resilient optimization for linear…

系统与控制 · 电气工程与系统科学 2024-10-18 Chenhang Yan , Liping Yan , Yuezu Lv , Bolei Dong , Yuanqing Xia

This paper proposes a new approach that enables multi-agent systems to achieve resilient \textit{constrained} consensus in the presence of Byzantine attacks, in contrast to existing literature that is only applicable to…

系统与控制 · 电气工程与系统科学 2023-12-19 Xuan Wang , Shaoshuai Mou , Shreyas Sundaram

Machine Learning (ML) solutions are nowadays distributed, according to the so-called server/worker architecture. One server holds the model parameters while several workers train the model. Clearly, such architecture is prone to various…

分布式、并行与集群计算 · 计算机科学 2020-06-03 El-Mahdi El-Mhamdi , Rachid Guerraoui , Arsany Guirguis , Lê Nguyên Hoang , Sébastien Rouault

To improve the overall efficiency and reliability of Byzantine protocols in large sparse networks, we propose a new system assumption for developing multi-scale fault-tolerant systems, with which several kinds of multi-scale Byzantine…

分布式、并行与集群计算 · 计算机科学 2022-03-08 Shaolin Yu , Jihong Zhu , Jiali Yang , Yulong Zhan

Optimum decision fusion in the presence of malicious nodes - often referred to as Byzantines - is hindered by the necessity of exactly knowing the statistical behavior of Byzantines. By focusing on a simple, yet widely studied, set-up in…

系统与控制 · 计算机科学 2015-07-03 Andrea Abrardo , Mauro Barni , Kassem Kallas , Benedetta Tondi

In this paper, we present a Byzantine fault tolerant distributed commit protocol for transactions running over untrusted networks. The traditional two-phase commit protocol is enhanced by replicating the coordinator and by running a…

分布式、并行与集群计算 · 计算机科学 2016-11-17 Wenbing Zhao

Self-stabilization is a general paradigm to provide forward recovery capabilities to distributed systems and networks. Intuitively, a protocol is self-stabilizing if it is able to recover without external intervention from any catastrophic…

数据结构与算法 · 计算机科学 2008-11-25 Stéphane Devismes , Toshimitsu Masuzawa , Sébastien Tixeuil

We explore the property of equivocation tolerance for Conflict-Free Replicated Data Types (CRDTs). We show that a subclass of CRDTs is equivocation-tolerant and can thereby cope with any number of Byzantine faults: Without equivocation…

分布式、并行与集群计算 · 计算机科学 2021-10-11 Florian Jacob , Saskia Bayreuther , Hannes Hartenstein

Byzantine Fault Tolerance (BFT) enables correct operation of distributed, i.e., replicated applications in the face of malicious take-over and faulty/buggy individual instances. Recently, BFT designs have gained traction in the context of…

网络与互联网体系结构 · 计算机科学 2019-08-15 Ermin Sakic , Nemanja Deric , Endri Goshi , Wolfgang Kellerer

Given a finite set of local constraints, we seek a cellular automaton (i.e., a local and uniform algorithm) that self-stabilises on the configurations that satisfy these constraints. More precisely, starting from a finite perturbation of a…

元胞自动机与格子气 · 物理学 2023-06-22 Nazim Fatès , Irène Marcovici , Siamak Taati

Threshold guards are a basic primitive of many fault-tolerant algorithms that solve classical problems in distributed computing, such as reliable broadcast, two-phase commit, and consensus. Moreover, threshold guards can be found in recent…

分布式、并行与集群计算 · 计算机科学 2023-06-22 Igor Konnov , Marijana Lazić , Ilina Stoilkovska , Josef Widder

In this paper, we propose a first-order distributed optimization algorithm that is provably robust to Byzantine failures-arbitrary and potentially adversarial behavior, where all the participating agents are prone to failure. We model each…

最优化与控制 · 数学 2022-07-27 Berkay Turan , Cesar A. Uribe , Hoi-To Wai , Mahnoosh Alizadeh

Byzantine machine learning has garnered considerable attention in light of the unpredictable faults that can occur in large-scale distributed learning systems. The key to secure resilience against Byzantine machines in distributed learning…

机器学习 · 计算机科学 2024-04-02 Yuhao Yi , Ronghui You , Hong Liu , Changxin Liu , Yuan Wang , Jiancheng Lv