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Leader-based consensus protocols must undergo a view-change phase to elect a new leader when the current leader fails. The new leader is often decided upon a candidate server that collects votes from a quorum of servers. However,…

Distributed, Parallel, and Cluster Computing · Computer Science 2022-02-22 Gengrui Zhang , Hans-Arno Jacobsen

Consensus protocols are crucial for reliable distributed systems as they let them cope with network and server failures. For decades, most consensus protocols have been designed as variations of the seminal Paxos, yet in 2014 Raft was…

Software Engineering · Computer Science 2020-04-29 Hugues Evrard

Today's massive AI computation loads push heavy data synchronization across sites, i.e., nodes in data centers. Any reduction in such consensus latency can significantly improve the overall performance of desired systems. This consensus…

Distributed, Parallel, and Cluster Computing · Computer Science 2026-03-12 Yangyang Wang , Ziqian Cheng , Yucong Dong , Zichen Xu

Distributed consensus is a fundamental primitive for constructing fault-tolerant, strongly-consistent distributed systems. Though many distributed consensus algorithms have been proposed, just two dominate production systems: Paxos, the…

Distributed, Parallel, and Cluster Computing · Computer Science 2020-04-29 Heidi Howard , Richard Mortier

We present the first open-source implementation and evaluation of Fast Raft, a hierarchical consensus protocol designed for dynamic, distributed environments. Fast Raft reduces the number of message rounds needed to commit log entries…

Distributed, Parallel, and Cluster Computing · Computer Science 2025-06-24 Anton Melnychuk , Bryan SebaRaj

One of the significant problem in peer-to-peer databases is collision problem. These databases do not rely on a central leader that is a reason to increase scalability and fault tolerance. Utilizing these systems in high throughput…

Distributed, Parallel, and Cluster Computing · Computer Science 2019-11-05 Mohammad Fazlali , Sara Moazezi Eftekhar , Mohammad Mahdi Dehshibi , Hadi Tabatabaee Malazi , Masoud Nosrati

Modern stateful web services and distributed SDN controllers rely on log replication to omit data loss in case of fail-stop failures. In single-leader execution, the leader replica is responsible for ordering log updates and the initiation…

Networking and Internet Architecture · Computer Science 2021-04-06 Ermin Sakic , Petra Vizarreta , Wolfgang Kellerer

The Raft algorithm maintains strong consistency across data replicas in Cloud. This algorithm divides nodes into leaders and followers, to satisfy read/write requests spanning geo-diverse sites. With the increase of workload, Raft shall…

Distributed, Parallel, and Cluster Computing · Computer Science 2022-03-16 Zichen Xu , Yunxiao Du , Kanqi Zhang , Jiacheng Huang , Jie Liu , Jingxiong Gao , Christopher Stewart

In this paper, we introduce a novel adaptation of the Raft consensus algorithm for achieving emergent formation control in multi-agent systems with a single integrator dynamics. This strategy, dubbed "Rafting," enables robust cooperation…

Multiagent Systems · Computer Science 2023-08-22 Abbas Tariverdi , Jim Torresen

Distributed key-value stores are widely adopted to support elastic big data applications, leveraging purpose-built consensus algorithms like Raft to ensure data consistency. However, through systematic analysis, we reveal a critical…

Distributed, Parallel, and Cluster Computing · Computer Science 2026-03-11 Yangyang Wang , Yucong Dong , Ziqian Cheng , Zichen Xu

Researchers all over the world are employing a variety of analysis approaches in attempt to provide a safer and faster solution for sharing resources via a Multi-access Edge Computing system. Multi-access Edge Computing (MEC) is a…

Distributed, Parallel, and Cluster Computing · Computer Science 2024-12-24 Zain Khaliq , Ahmed Refaey Hussein

Conventional consensus algorithms, such as Paxos and Raft, encounter inefficiencies when applied to large-scale distributed systems due to the requirement of waiting for replies from a majority of nodes. To address these challenges, we…

Distributed, Parallel, and Cluster Computing · Computer Science 2025-03-13 Gengrui Zhang , Shiquan Zhang , Michail Bachras , Yuqiu Zhang , Hans-Arno Jacobsen

We present two new consensus algorithms for dynamic networks. The first, Fast Raft, is a variation on the Raft consensus algorithm that reduces the number of message rounds in typical operation. Fast Raft is ideal for fast-paced distributed…

Distributed, Parallel, and Cluster Computing · Computer Science 2020-07-29 Timothy Castiglia , Colin Goldberg , Stacy Patterson

In recent decades, the RAFT distributed consensus algorithm has become a main pillar of the distributed systems ecosystem, ensuring data consistency and fault tolerance across multiple nodes. Although the fact that RAFT is well known for…

Cryptography and Security · Computer Science 2026-01-05 Tamer Afifi , Abdelfatah Hegazy , Ehab Abousaif

Widely deployed consensus protocols in the cloud are often leader-based and optimized for low latency under synchronous network conditions. However, cloud networks can experience disruptions such as network partitions, high-loss links, and…

Distributed, Parallel, and Cluster Computing · Computer Science 2025-05-28 Pasindu Tennage , Antoine Desjardins , Lefteris Kokoris-Kogias

Federated optimization (FedOpt), which targets at collaboratively training a learning model across a large number of distributed clients, is vital for federated learning. The primary concerns in FedOpt can be attributed to the model…

Distributed, Parallel, and Cluster Computing · Computer Science 2023-02-28 Huiming Chen , Huandong Wang , Quanming Yao , Yong Li , Depeng Jin , Qiang Yang

Accuracy and safety are paramount in Offshore Wind (OSW) maintenance, yet conventional Large Language Models (LLMs) often fail when confronted with highly specialised or unexpected scenarios. We introduce RAGuard, an enhanced…

Artificial Intelligence · Computer Science 2025-09-05 Connor Walker , Koorosh Aslansefat , Mohammad Naveed Akram , Yiannis Papadopoulos

We present Bodega, the first consensus protocol that serves linearizable reads locally from any desired node, regardless of interfering writes. Bodega achieves this via a novel roster leases algorithm that safeguards the roster, a new…

Distributed, Parallel, and Cluster Computing · Computer Science 2025-09-10 Guanzhou Hu , Andrea Arpaci-Dusseau , Remzi Arpaci-Dusseau

Blockchain technology enhances transparency by maintaining a distributed ledger among mutually untrusting parties. Despite its advantages, scalability and availability remain critical bottlenecks that hinder widespread adoption. The…

Distributed, Parallel, and Cluster Computing · Computer Science 2026-04-20 Manaswini Piduguralla , Souvik Sarkar , Arunmoezhi Ramachandran , Sathya Peri

Designing reconfiguration schemes for consensus protocols is challenging because subtle corner cases during reconfiguration could invalidate the correctness of the protocol. Thus, most systems that embed consensus protocols conservatively…

Distributed, Parallel, and Cluster Computing · Computer Science 2025-04-29 Kezhi Xiong , Soonwon Moon , Joshua Kang , Bryant Curto , Jieung Kim , Ji-Yong Shin
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