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This paper describes a simple and efficient Binary Byzantine faulty tolerant consensus algorithm using a weak round coordinator and the partial synchrony assumption to ensure liveness. In the algorithm, non-faulty nodes perform an initial…

分布式、并行与集群计算 · 计算机科学 2020-01-23 Tyler Crain

We consider the federated learning problem where data on workers are not independent and identically distributed (i.i.d.). During the learning process, an unknown number of Byzantine workers may send malicious messages to the central node,…

机器学习 · 计算机科学 2021-08-31 Jie Peng , Zhaoxian Wu , Qing Ling , Tianyi Chen

Byzantine fault-tolerant systems have been researched for more than four decades, and although shown possible early, the solutions were impractical for a long time. With PBFT the first practical solution was proposed in 1999 and spawned new…

分布式、并行与集群计算 · 计算机科学 2021-01-13 Thomas Loruenser , Benjamin Rainer , Florian Wohner

We demonstrate a deterministic Byzantine consensus algorithm with synchronous operation in partial synchrony. It is naturally leaderless, tolerates any number of $ f<n/2 $ Byzantine processes with 2 rounds of exchange of originator-only…

分布式、并行与集群计算 · 计算机科学 2024-05-16 Ivan Klianev

We formalize Byzantine linearizability, a correctness condition that specifies whether a concurrent object with a sequential specification is resilient against Byzantine failures. Using this definition, we systematically study…

分布式、并行与集群计算 · 计算机科学 2024-06-06 Shir Cohen , Idit Keidar

Consider an asynchronous network in a shared-memory environment consisting of n nodes. Assume that up to f of the nodes might be Byzantine (n > 12f), where the adversary is full-information and dynamic (sometimes called adaptive). In…

分布式、并行与集群计算 · 计算机科学 2010-07-15 Ezra N. Hoch , Michael Ben-Or , Danny Dolev

The spectacular success of Bitcoin and Blockchain Technology in recent years has provided enough evidence that a widespread adoption of a common cryptocurrency system is not merely a distant vision, but a scenario that might come true in…

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

Reliable broadcast (RBC) is a key primitive in fault-tolerant distributed systems, and improving its efficiency can benefit a wide range of applications. This work focuses on signature-free RBC protocols, which are particularly attractive…

分布式、并行与集群计算 · 计算机科学 2026-05-26 Nibesh Shrestha , Qianyu Yu , Aniket Kate , Giuliano Losa , Kartik Nayak , Xuechao Wang

We study the Byzantine lattice agreement (BLA) problem in asynchronous distributed message passing systems. In the BLA problem, each process proposes a value from a join semi-lattice and needs to output a value also in the lattice such that…

分布式、并行与集群计算 · 计算机科学 2020-02-18 Xiong Zheng , Vijay Garg

\textit{Auditing} data accesses helps preserve privacy and ensures accountability by allowing one to determine who accessed (potentially sensitive) information. A prior formal definition of register auditability was based on the values…

分布式、并行与集群计算 · 计算机科学 2025-05-02 Hagit Attiya , Antonio Fernández Anta , Alessia Milani , Alexandre Rapetti , Corentin Travers

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

A reliable communication primitive guarantees the delivery, integrity, and authorship of messages exchanged between correct processes of a distributed system. We investigate the necessary and sufficient conditions for reliable communication…

分布式、并行与集群计算 · 计算机科学 2026-05-27 Silvia Bonomi , Giovanni Farina , Sébastien Tixeuil

Recent Byzantine fault-tolerant (BFT) state machine replication (SMR) protocols increasingly focus on scalability to meet the requirements of distributed ledger technology (DLT). Validating the performance of scalable BFT protocol…

分布式、并行与集群计算 · 计算机科学 2023-10-02 Christian Berger , Sadok Ben Toumia , Hans P. Reiser

This work considers resilient, cooperative state estimation in unreliable multi-agent networks. A network of agents aims to collaboratively estimate the value of an unknown vector parameter, while an {\em unknown} subset of agents suffer…

系统与控制 · 计算机科学 2018-10-25 Lili Su , Shahin Shahrampour

At PODC 2014, A. Most\'efaoui, H. Moumen, and M. Raynal presented a new and simple randomized signature-free binary consensus algorithm (denoted here MMR) that copes with the net effect of asynchrony Byzantine behaviors. Assuming message…

分布式、并行与集群计算 · 计算机科学 2023-01-24 Chryssis Georgiou , Ioannis Marcoullis , Michel Raynal , Elad Michael Schiller

The Reliable Broadcast concept allows an honest party to send a message to all other parties and to make sure that all honest parties receive this message. In addition, it allows an honest party that received a message to know that all…

分布式、并行与集群计算 · 计算机科学 2016-11-17 Danny Dolev , Meir Spielrien

We describe an algorithm for Byzantine agreement that is scalable in the sense that each processor sends only $\tilde{O}(\sqrt{n})$ bits, where $n$ is the total number of processors. Our algorithm succeeds with high probability against an…

分布式、并行与集群计算 · 计算机科学 2010-02-25 Valerie King , Jared Saia

In this paper, we show synchronization for a group of output passive agents that communicate with each other according to an underlying communication graph to achieve a common goal. We propose a distributed event-triggered control framework…

系统与控制 · 计算机科学 2017-10-02 Arash Rahnama , Panos J. Antsaklis

Byzantine-robust federated learning aims at mitigating Byzantine failures during the federated training process, where malicious participants may upload arbitrary local updates to the central server to degrade the performance of the global…

机器学习 · 计算机科学 2023-02-15 Shenghui Li , Edith C. -H. Ngai , Thiemo Voigt

Federated Learning (FL) enables decentralized model training without sharing raw data. However, it remains vulnerable to Byzantine attacks, which can compromise the aggregation of locally updated parameters at the central server.…

机器学习 · 计算机科学 2025-09-30 Shiyuan Zuo , Rongfei Fan , Cheng Zhan , Jie Xu , Puning Zhao , Han Hu