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A shared read/write register emulation provides the illusion of shared-memory on top of message-passing models. The main hurdle with such emulations is dealing with server faults in the system. Several crash-tolerant register emulations in…

Distributed, Parallel, and Cluster Computing · Computer Science 2019-10-16 Saptaparni Kumar , Jennifer L. Welch

This paper introduces Flexible BFT, a new approach for BFT consensus solution design revolving around two pillars, stronger resilience and diversity. The first pillar, stronger resilience, involves a new fault model called alive-but-corrupt…

Cryptography and Security · Computer Science 2019-06-03 Dahlia Malkhi , Kartik Nayak , Ling Ren

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…

Distributed, Parallel, and Cluster Computing · Computer Science 2021-07-28 Petr Kuznetsov , Andrei Tonkikh , Yan X Zhang

With the emergence of large-scale decentralized applications, a scalable and efficient Byzantine Fault Tolerant (BFT) protocol of hundreds of replicas is desirable. Although the throughput of existing leader-based BFT protocols has reached…

Distributed, Parallel, and Cluster Computing · Computer Science 2022-02-08 Kexin Hu , Kaiwen Guo , Qiang Tang , Zhenfeng Zhang , Hao Cheng , Zhiyang Zhao

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…

Cryptography and Security · Computer Science 2025-05-09 Haoxiang Luo , Gang Sun , Yinqiu Liu , Dongcheng Zhao , Dusit Niyato , Hongfang Yu , Schahram Dustdar

We present a general consensus framework that allows to easily introduce a customizable Byzantine fault tolerant consensus algorithm to an existing (Delegated) Proof-of-Stake blockchain. We prove the safety of the protocol under the…

Distributed, Parallel, and Cluster Computing · Computer Science 2021-05-06 Jan Hackfeld

Storage scalability is paramount in the era of big data blockchain. A storage-scalable blockchain can effectively scale out state storage to an arbitrary number of nodes and reduce the storage pressure on each, similar to distributed…

Distributed, Parallel, and Cluster Computing · Computer Science 2026-03-26 Guangda Sun , Jialin Li

We present HotStuff, a leader-based Byzantine fault-tolerant replication protocol for the partially synchronous model. Once network communication becomes synchronous, HotStuff enables a correct leader to drive the protocol to consensus at…

Distributed, Parallel, and Cluster Computing · Computer Science 2019-07-24 Maofan Yin , Dahlia Malkhi , Michael K. Reiter , Guy Golan Gueta , Ittai Abraham

We address the challenges of Byzantine-robust training in asynchronous distributed machine learning systems, aiming to enhance efficiency amid massive parallelization and heterogeneous computing resources. Asynchronous systems, marked by…

Machine Learning · Computer Science 2025-06-05 Tehila Dahan , Kfir Y. Levy

Byzantine State Machine Replication (SMR) is a long studied topic that received increasing attention recently with the advent of blockchains as companies are trying to scale them to hundreds of nodes. Byzantine SMRs try to increase…

Cryptography and Security · Computer Science 2020-06-15 Gauthier Voron , Vincent Gramoli

In this paper, we investigate the challenging framework of Byzantine-robust training in distributed machine learning (ML) systems, focusing on enhancing both efficiency and practicality. As distributed ML systems become integral for complex…

Machine Learning · Computer Science 2024-09-04 Tehila Dahan , Kfir Y. Levy

Existing methods for fine-tuning sparse LLMs often suffer from resource-intensive requirements and high retraining costs. Additionally, many fine-tuning methods often rely on approximations or heuristic optimization strategies, which may…

Machine Learning · Computer Science 2024-02-21 Song Guo , Fan Wu , Lei Zhang , Xiawu Zheng , Shengchuan Zhang , Fei Chao , Yiyu Shi , Rongrong Ji

A recent paper by Gupta et al. (EuroSys'23) challenged the usefulness of trusted component (TC) based Byzantine fault-tolerant (BFT) protocols to lower the replica group size from $3f+1$ to $2f+1$, identifying three limitations of such…

Distributed, Parallel, and Cluster Computing · Computer Science 2023-12-12 Alysson Bessani , Miguel Correia , Tobias Distler , Rüdiger Kapitza , Paulo Esteves-Verissimo , Jiangshan Yu

With the continuous expansion of blockchain application scenarios, consortium chains have raised higher performance and security requirements for consensus mechanisms. Unlike public blockchains, consortium chains typically implement an…

Distributed, Parallel, and Cluster Computing · Computer Science 2026-04-20 Wen Gao , Xinhong Hei , Yichuan Wang

Decentralized learning has gained great popularity to improve learning efficiency and preserve data privacy. Each computing node makes equal contribution to collaboratively learn a Deep Learning model. The elimination of centralized…

Machine Learning · Computer Science 2021-10-22 Shangwei Guo , Tianwei Zhang , Han Yu , Xiaofei Xie , Lei Ma , Tao Xiang , Yang Liu

The view synchronization problem lies at the heart of many Byzantine Fault Tolerant (BFT) State Machine Replication (SMR) protocols in the partial synchrony model, since these protocols are usually based on views. Liveness is guaranteed if…

Distributed, Parallel, and Cluster Computing · Computer Science 2024-03-19 Andrew Lewis-Pye , Dahlia Malkhi , Oded Naor , Kartik Nayak

This paper introduces MonadBFT, a novel Byzantine Fault Tolerant (BFT) consensus protocol that advances both performance and robustness. MonadBFT is implemented as the consensus protocol in the Monad blockchain. As a HotStuff-family…

Distributed, Parallel, and Cluster Computing · Computer Science 2026-03-18 Mohammad Mussadiq Jalalzai , Kushal Babel , Jovan Komatovic , Tobias Klenze , Sourav Das , Fatima Elsheimy , Mike Setrin , John Bergschneider , Babak Gilkalaye

Recent developments in blockchain technology have inspired innovative new designs in resilient distributed and database systems. At their core, these blockchain applications typically use Byzantine fault-tolerant consensus protocols to…

Databases · Computer Science 2020-03-20 Suyash Gupta , Sajjad Rahnama , Jelle Hellings , Mohammad Sadoghi

Today's practical, high performance Byzantine Fault Tolerant (BFT) consensus protocols operate in the partial synchrony model. However, existing protocols are inefficient when deployments are indeed partially synchronous. They deliver…

Distributed, Parallel, and Cluster Computing · Computer Science 2025-01-22 Neil Giridharan , Florian Suri-Payer , Ittai Abraham , Lorenzo Alvisi , Natacha Crooks

With the rapid development of blockchain and its applications, the amount of data stored on decentralized storage networks (DSNs) has grown exponentially. DSNs bring together affordable storage resources from around the world to provide…

Cryptography and Security · Computer Science 2024-02-21 Hechuan Guo , Minghui Xu , Jiahao Zhang , Chunchi Liu , Rajiv Ranjan , Dongxiao Yu , Xiuzhen Cheng
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