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Paxos, the de facto standard approach to solving distributed consensus, operates in two phases, each of which requires an intersecting quorum of nodes. Multi-Paxos reduces this to one phase by electing a leader but this leader is also a…

Distributed, Parallel, and Cluster Computing · Computer Science 2020-10-19 Heidi Howard , Aleksey Charapko , Richard Mortier

This experience report presents the results of an extensive performance evaluation conducted using four open-source implementations of Paxos deployed in Amazon's EC2. Paxos is a fundamental algorithm for building fault-tolerant services, at…

Distributed, Parallel, and Cluster Computing · Computer Science 2014-04-29 Parisa Jalili Marandi , Samuel Benz , Fernando Pedone , Ken Birman

Consensus algorithms are deployed in the wide area to achieve high availability for geographically replicated applications. Wide-area consensus is challenging due to two main reasons: (1) low throughput due to the high latency overhead of…

Distributed, Parallel, and Cluster Computing · Computer Science 2022-09-19 Pasindu Tennage , Antoine Desjardins , Eleftherios Kokoris Kogias

There is a resurgence of interest in Byzantine fault-tolerant (BFT) systems due to blockchains. However, leader-based BFT consensus protocols used by permissioned blockchains have limited scalability and robustness. To alleviate the leader…

Distributed, Parallel, and Cluster Computing · Computer Science 2022-09-27 Fangyu Gai , Jianyu Niu , Ivan Beschastnikh , Chen Feng , Sheng Wang

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

Binary exponential backoff (BEB) is a decades-old algorithm for coordinating access to a shared channel. In modern networks, BEB plays an important role in WiFi (IEEE 802.11) and other wireless communication standards. Despite this track…

Distributed, Parallel, and Cluster Computing · Computer Science 2021-10-12 William C. Anderton , Trisha Chakraborty , Maxwell Young

We study resilient leader-follower consensus of multi-agent systems (MASs) in the presence of adversarial agents, where agents' communication is modeled by time-varying topologies. The objective is to develop distributed algorithms for the…

Multiagent Systems · Computer Science 2024-11-18 Liwei Yuan , Hideaki Ishii

Distributed consensus is integral to modern distributed systems. The widely adopted Paxos algorithm uses two phases, each requiring majority agreement, to reliably reach consensus. In this paper, we demonstrate that Paxos, which lies at the…

Distributed, Parallel, and Cluster Computing · Computer Science 2016-08-25 Heidi Howard , Dahlia Malkhi , Alexander Spiegelman

Recent works have proposed new Byzantine consensus algorithms for blockchains based on epidemics, a design which enables highly scalable performance at a low cost. These methods however critically depend on a secure random peer sampling…

Cryptography and Security · Computer Science 2021-02-09 Alex Auvolat , Yérom-David Bromberg , Davide Frey , François Taïani

Distributed consensus algorithms such as Paxos have been studied extensively. They all use the same definition of safety. Liveness is especially important in practice despite well-known theoretical impossibility results. However, many…

Distributed, Parallel, and Cluster Computing · Computer Science 2021-06-22 Saksham Chand , Yanhong A Liu

Proof-of-Stake systems randomly choose, on each round, one of the participants as a consensus leader that extends the chain with the next block such that the selection probability is proportional to the owned stake. However, distributed…

Cryptography and Security · Computer Science 2020-05-20 Mansoor Ahmed-Rengers , Kari Kostiainen

Distributed consensus is a key enabler for many distributed systems including distributed databases and blockchains. Canopus is a scalable distributed consensus protocol that ensures that live nodes in a system agree on an ordered sequence…

Distributed, Parallel, and Cluster Computing · Computer Science 2019-06-18 S. Keshav , W. Golab , B. Wong , S. Rizvi , S. Gorbunov

Multi-BFT consensus runs multiple leader-based consensus instances in parallel, circumventing the leader bottleneck of a single instance. However, it contains an Achilles' heel: the need to globally order output blocks across instances.…

Distributed, Parallel, and Cluster Computing · Computer Science 2025-03-04 Hanzheng Lyu , Shaokang Xie , Jianyu Niu , Chen Feng , Yinqian Zhang , Ivan Beschastnikh

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

Paxos and Fast Paxos are optimal consensus algorithms that are simple and elegant, while suitable for efficient implementation. In this paper, we compare the performance of both algorithms in failure-free and failure-prone runs using…

Distributed, Parallel, and Cluster Computing · Computer Science 2013-08-07 Gustavo M. D. Vieira , Luiz E. Buzato

Classic BFT consensus protocols guarantee safety and liveness for all clients if fewer than one-third of replicas are faulty. However, in applications such as high-value payments, some clients may want to prioritize safety over liveness.…

Distributed, Parallel, and Cluster Computing · Computer Science 2023-12-05 Joachim Neu , Srivatsan Sridhar , Lei Yang , David Tse

Distributional shifts pose a significant challenge to achieving robustness in contemporary machine learning. To overcome this challenge, robust satisficing (RS) seeks a robust solution to an unspecified distributional shift while achieving…

Machine Learning · Computer Science 2023-08-17 Artun Saday , Yaşar Cahit Yıldırım , Cem Tekin

Lamport's Paxos algorithm is a classic consensus protocol for state machine replication in environments that admit crash failures. Many versions of Paxos exploit the protocol's intrinsic properties for the sake of gaining better run-time…

Distributed, Parallel, and Cluster Computing · Computer Science 2018-02-19 Álvaro García-Pérez , Alexey Gotsman , Yuri Meshman , Ilya Sergey

We present an algorithm for synchronous deterministic Byzantine consensus, tolerant to links failures and links asynchrony. It cares for a class of networks with specific needs, where both safety and liveness are essential, and timely…

Distributed, Parallel, and Cluster Computing · Computer Science 2022-05-24 Ivan Klianev

Blockchain has received great attention in recent years and motivated innovations in different scenarios. However, many vital issues which affect its performance are still open. For example, it is widely convinced that high level of…

Networking and Internet Architecture · Computer Science 2018-09-06 Zhenzhen Jiao , Rui Tian , Dezhong Shang , Hui Ding