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Byzantine state-machine replication (SMR) ensures the consistency of replicated state in the presence of malicious replicas and lies at the heart of the modern blockchain technology. Byzantine SMR protocols often guarantee safety under all…

Distributed, Parallel, and Cluster Computing · Computer Science 2022-10-06 Manuel Bravo , Gregory Chockler , Alexey Gotsman

Byzantine fault tolerant (BFT) state machine replication (SMR) is an important building block for constructing permissioned blockchain systems. In contrast to Nakamoto Consensus where any block obtains higher assurance as buried deeper in…

Distributed, Parallel, and Cluster Computing · Computer Science 2021-01-12 Zhuolun Xiang , Dahlia Malkhi , Kartik Nayak , Ling Ren

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…

Distributed, Parallel, and Cluster Computing · Computer Science 2023-10-02 Christian Berger , Sadok Ben Toumia , Hans P. Reiser

Traditional statistical methods need to be updated to work with modern distributed data storage paradigms. A common approach is the split-and-conquer framework, which involves learning models on local machines and averaging their parameter…

Methodology · Statistics 2026-04-22 Qiong Zhang , Yan Shuo Tan , Jiahua Chen

The popularization of blockchains leads to a resurgence of interest in Byzantine Fault-Tolerant (BFT) state machine replication protocols. However, much of the work on this topic focuses on the underlying consensus protocols, with emphasis…

Distributed, Parallel, and Cluster Computing · Computer Science 2020-05-01 Alysson Bessani , Eduardo Alchieri , João Sousa , André Oliveira , Fernando Pedone

The Weighted-Mean Subsequence Reduced (W-MSR) algorithm, the state-of-the-art method for Byzantine-resilient design of decentralized multi-robot systems, is based on discarding outliers received over Linear Consensus Protocol (LCP).…

Robotics · Computer Science 2023-01-18 Kacper Wardega , Max von Hippel , Roberto Tron , Cristina Nita-Rotaru , Wenchao Li

This paper focuses on decentralized stochastic optimization in the presence of Byzantine attacks. During the optimization process, an unknown number of malfunctioning or malicious workers, termed as Byzantine workers, disobey the…

Distributed, Parallel, and Cluster Computing · Computer Science 2023-04-13 Zhaoxian Wu , Tianyi Chen , Qing Ling

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…

Distributed, Parallel, and Cluster Computing · Computer Science 2024-02-21 Roy Shadmon , Daniel Spencer , Owen Arden

Federated learning systems that jointly preserve Byzantine robustness and privacy have remained an open problem. Robust aggregation, the standard defense for Byzantine attacks, generally requires server access to individual updates or…

Cryptography and Security · Computer Science 2021-10-07 Raj Kiriti Velicheti , Derek Xia , Oluwasanmi Koyejo

Achieving low-latency consensus in geographically distributed systems remains a key challenge for blockchain and distributed database applications. To this end, there has been significant recent interest in State-Machine-Replication (SMR)…

Distributed, Parallel, and Cluster Computing · Computer Science 2026-01-28 Brendan Kobayashi Chou , Andrew Lewis-Pye , Patrick O'Grady

Byzantine Fault Tolerant (BFT) consensus, a cornerstone of blockchain technology, has seen significant advancements. While existing BFT protocols ensure security guarantees, they often suffer from efficiency challenges, particularly under…

Distributed, Parallel, and Cluster Computing · Computer Science 2025-04-15 Qingming Zeng , Mo Li , Ximing Fu , Chuanyi Liu , Hui Jiang

In this paper, we present Raptr--a Byzantine fault-tolerant state machine replication (BFT SMR) protocol that combines strong robustness with high throughput, while attaining near-optimal theoretical latency. Raptr delivers exceptionally…

Distributed, Parallel, and Cluster Computing · Computer Science 2025-04-30 Andrei Tonkikh , Balaji Arun , Zhuolun Xiang , Zekun Li , Alexander Spiegelman

Docker container virtualization technology is being widely adopted in cloud computing environments because of its lightweight and effiency. However, it requires adequate control and management via an orchestrator. As a result, cloud…

Distributed, Parallel, and Cluster Computing · Computer Science 2020-04-14 Gor Mack Diouf , Halima Elbiaze , Wael Jaafar

Distributed learning has many computational benefits but is vulnerable to attacks from a subset of devices transmitting incorrect information. This paper investigates Byzantine-resilient algorithms in a decentralized setting, where devices…

Machine Learning · Computer Science 2025-07-04 Renaud Gaucher , Aymeric Dieuleveut , Hadrien Hendrikx

The success of blockchains has sparked interest in large-scale deployments of Byzantine fault tolerant (BFT) consensus protocols over wide area networks. A central feature of such networks is variable communication bandwidth across nodes…

Networking and Internet Architecture · Computer Science 2024-06-21 Lei Yang , Seo Jin Park , Mohammad Alizadeh , Sreeram Kannan , David Tse

The surging interest in blockchain technology has revitalized the search for effective Byzantine consensus schemes. In particular, the blockchain community has been looking for ways to effectively integrate traditional Byzantine…

Cryptography and Security · Computer Science 2018-11-15 Jian Liu , Wenting Li , Ghassan O. Karame , N. Asokan

Permissioned blockchains employ Byzantine fault-tolerant (BFT) state machine replication (SMR) to reach agreement on an ever-growing, linearly ordered log of transactions. A new paradigm, combined with decades of research in BFT SMR and…

Cryptography and Security · Computer Science 2021-03-02 Fangyu Gai , Ali Farahbakhsh , Jianyu Niu , Chen Feng , Ivan Beschastnikh , Hao Duan

The novel blockchain generation of Byzantine fault-tolerant (BFT) state machine replication (SMR) protocols focuses on scalability and performance to meet requirements of distributed ledger technology (DLT), e.g., decentralization and…

Distributed, Parallel, and Cluster Computing · Computer Science 2022-09-07 Christian Berger , Sadok Ben Toumia , Hans P. Reiser

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…

Distributed, Parallel, and Cluster Computing · Computer Science 2020-06-03 El-Mahdi El-Mhamdi , Rachid Guerraoui , Arsany Guirguis , Lê Nguyên Hoang , Sébastien Rouault

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…

Machine Learning · Computer Science 2023-02-06 Youssef Allouah , Sadegh Farhadkhani , Rachid Guerraoui , Nirupam Gupta , Rafael Pinot , John Stephan
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