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In this paper, we present BunchBFT Byzantine fault-tolerant state-machine replication for high performance and scalability. At the heart of BunchBFT is a novel design called the cluster-based approach that divides the replicas into clusters…

分布式、并行与集群计算 · 计算机科学 2022-05-24 Salem Alqahtani , Murat Demirbas

It is a common belief that Byzantine fault-tolerant solutions for consensus are significantly slower than their crash fault-tolerant counterparts. Indeed, in PBFT, the most widely known Byzantine fault-tolerant consensus protocol, it takes…

分布式、并行与集群计算 · 计算机科学 2021-07-28 Petr Kuznetsov , Andrei Tonkikh , Yan X Zhang

We present two distributed algorithms for the {\em Byzantine counting problem}, which is concerned with estimating the size of a network in the presence of a large number of Byzantine nodes. In an $n$-node network ($n$ is unknown), our…

分布式、并行与集群计算 · 计算机科学 2022-04-27 Soumyottam Chatterjee , Gopal Pandurangan , Peter Robinson

In this paper, we investigate the problem of decentralized online resource allocation in the presence of Byzantine attacks. In this problem setting, some agents may be compromised due to external manipulations or internal failures, causing…

最优化与控制 · 数学 2026-05-27 Runhua Wang , Qing Ling , Hoi-To Wai , Zhi Tian

NEO is one of the top public chains worldwide. We focus on its backbone consensus protocol, called delegated Byzantine Fault Tolerance (dBFT). The dBFT protocol has been adopted by a variety of blockchain systems such as ONT. dBFT claims to…

密码学与安全 · 计算机科学 2022-06-22 Qin Wang , Rujia Li , Shiping Chen , Yang Xiang

Recent advances in large-scale distributed learning algorithms have enabled communication-efficient training via SignSGD. Unfortunately, a major issue continues to plague distributed learning: namely, Byzantine failures may incur serious…

信息论 · 计算机科学 2020-10-27 Jy-yong Sohn , Dong-Jun Han , Beongjun Choi , Jaekyun Moon

Byzantine fault tolerance (BFT) consensus is a fundamental primitive for distributed computation. However, BFT protocols suffer from the ordering manipulation, in which an adversary can make front-running. Several protocols are proposed to…

分布式、并行与集群计算 · 计算机科学 2022-09-20 Guangren Wang , Liang Cai , Fangyu Gai , Jianyu Niu

We analyze the impact of transient and Byzantine faults on the construction of a maximal independent set in a general network. We adapt the self-stabilizing algorithm presented by Turau `for computing such a vertex set. Our algorithm is…

分布式、并行与集群计算 · 计算机科学 2024-06-11 Johanne Cohen , Laurence Pilard , François Pirot , Jonas Sénizergues

Large Language Models (LLMs) have achieved remarkable success across a wide range of applications. However, individual LLMs often produce inconsistent, biased, or hallucinated outputs due to limitations in their training corpora and model…

密码学与安全 · 计算机科学 2025-05-09 Haoxiang Luo , Gang Sun , Yinqiu Liu , Dongcheng Zhao , Dusit Niyato , Hongfang Yu , Schahram Dustdar

Increasingly machine learning systems are being deployed to edge servers and devices (e.g. mobile phones) and trained in a collaborative manner. Such distributed/federated/decentralized training raises a number of concerns about the…

机器学习 · 计算机科学 2020-10-20 Lie He , Sai Praneeth Karimireddy , Martin Jaggi

Self-stabilization is a versatile approach to fault-tolerance since it permits a distributed system to recover from any transient fault that arbitrarily corrupts the contents of all memories in the system. Byzantine tolerance is an…

分布式、并行与集群计算 · 计算机科学 2010-05-31 Swan Dubois , Toshimitsu Masuzawa , Sébastien Tixeuil

This paper proposes a Byzantine-resilient consensus-based distributed filter (BR-CDF) wherein network agents employ partial sharing of state parameters. We characterize the performance and convergence of the BR-CDF and study the impact of a…

信号处理 · 电气工程与系统科学 2023-07-27 Ashkan Moradi , Vinay Chakravarthi Gogineni , Naveen K. D. Venkategowda , Stefan Werner

Consensus protocols for asynchronous networks are usually complex and inefficient, leading practical systems to rely on synchronous protocols. This paper attempts to simplify asynchronous consensus by building atop a novel threshold logical…

分布式、并行与集群计算 · 计算机科学 2019-07-17 Bryan Ford

Partially synchronous Byzantine consensus protocols typically structure their execution into a sequence of views, each with a designated leader process. The key to guaranteeing liveness in these protocols is to ensure that all correct…

分布式、并行与集群计算 · 计算机科学 2020-08-11 Manuel Bravo , Gregory Chockler , Alexey Gotsman

Distributed learning has become a necessity for training ever-growing models by sharing calculation among several devices. However, some of the devices can be faulty, deliberately or not, preventing the proper convergence. As a matter of…

机器学习 · 计算机科学 2022-02-08 Jason Akoun , Sebastien Meyer

Motivated, in part, by the rise of permissionless systems such as Bitcoin where arbitrary nodes (whose identities are not known apriori) can join and leave at will, we extend established research in scalable Byzantine agreement to a more…

分布式、并行与集群计算 · 计算机科学 2019-07-26 John Augustine , Valerie King , Anisur R. Molla , Gopal Pandurangan , Jared Saia

Recent advances in generative AI have enabled sophisticated multi-agent architectures for healthcare, where large language models power collaborative clinical decision-making. However, these distributed systems face critical challenges in…

分布式、并行与集群计算 · 计算机科学 2025-12-23 Nihir Chadderwala

A plethora of modern machine learning tasks require the utilization of large-scale distributed clusters as a critical component of the training pipeline. However, abnormal Byzantine behavior of the worker nodes can derail the training and…

机器学习 · 计算机科学 2023-05-16 Konstantinos Konstantinidis , Namrata Vaswani , Aditya Ramamoorthy

Distributed control systems require high reliability and availability guarantees despite often being deployed at the edge of network infrastructure. Edge computing resources are less secure and less reliable than centralized resources in…

分布式、并行与集群计算 · 计算机科学 2024-02-21 Roy Shadmon , Daniel Spencer , Owen Arden

This paper introduces a family of leaderless Byzantine fault tolerance protocols, built around a metastable mechanism via network subsampling. These protocols provide a strong probabilistic safety guarantee in the presence of Byzantine…

分布式、并行与集群计算 · 计算机科学 2020-08-25 Team Rocket , Maofan Yin , Kevin Sekniqi , Robbert van Renesse , Emin Gün Sirer