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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

Smart contract transactions demonstrate issues of performance and correctness that application programmers must work around. Although the blockchain consensus mechanism approaches ACID compliance, use cases that rely on frequent state…

Distributed, Parallel, and Cluster Computing · Computer Science 2019-05-30 Victor Cook , Zachary Painter , Christina Peterson , Damian Dechev

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

A blockchain system is a replicated state machine that must be fault tolerant. When designing a blockchain system, there is usually a trade-off between decentralization, scalability, and security. In this paper, we propose a novel…

Cryptography and Security · Computer Science 2018-11-20 Tai-Yuan Chen , Wei-Ning Huang , Po-Chun Kuo , Hao Chung , Tzu-Wei Chao

Due to its human-interpretability and invariance properties, Directed Acyclic Graph (DAG) has been a foundational tool across various areas of AI research, leading to significant advancements. However, DAG learning remains highly…

Machine Learning · Computer Science 2025-06-24 Naiyu Yin , Tian Gao , Yue Yu

Most of the Blockchain permissioned systems employ Byzantine fault-tolerance (BFT) consensus protocols to ensure that honest validators agree on the order for appending entries to their ledgers. In this paper, we study the performance and…

Distributed, Parallel, and Cluster Computing · Computer Science 2021-10-13 Salem Alqahtani , Murat Demirbas

Sharding is used to address the performance and scalability issues of the blockchain protocols, which divides the overall transaction processing costs among multiple clusters of nodes. Shards require less storage capacity and communication…

Distributed, Parallel, and Cluster Computing · Computer Science 2023-03-31 Ramesh Adhikari , Costas Busch

Traditional public blockchain systems typically had very limited transaction throughput because of the bottleneck of the consensus protocol itself. With recent advances in consensus technology, the performance limit has been greatly lifted,…

Distributed, Parallel, and Cluster Computing · Computer Science 2022-02-11 Péter Garamvölgyi , Yuxi Liu , Dong Zhou , Fan Long , Ming Wu

Distributed ledger technology such as blockchain is considered essential for supporting large numbers of micro-transactions in the Machine Economy, which is envisioned to involve billions of connected heterogeneous and decentralized…

Distributed, Parallel, and Cluster Computing · Computer Science 2024-05-27 Christoffer Fink , Olov Schelén , Ulf Bodin

Modern high-throughput BFT consensus protocols use streamlined push-pull mechanisms to disseminate blocks and keep happy-path performance optimal. Yet state-of-the-art designs lack a principled and efficient way to exchange blocks, which…

Cryptography and Security · Computer Science 2025-11-20 Tasos Kichidis , Lefteris Kokoris-Kogias , Arun Koshy , Ilya Sergey , Alberto Sonnino , Mingwei Tian , Jianting Zhang

With growing deployment of Internet of Things (IoT) and machine learning (ML) applications, which need to leverage computation on edge and cloud resources, it is important to develop algorithms and tools to place these distributed…

Distributed, Parallel, and Cluster Computing · Computer Science 2021-12-30 Xiangchen Zhao , Diyi Hu , Bhaskar Krishnamachari

Traditional blockchain design gives miners or validators full control over transaction ordering, i.e., they can freely choose which transactions to include or exclude, as well as in which order. While not an issue initially, the emergence…

Distributed, Parallel, and Cluster Computing · Computer Science 2023-12-19 Andrei Constantinescu , Diana Ghinea , Lioba Heimbach , Zilin Wang , Roger Wattenhofer

We present Carnot, a leader-based Byzantine Fault Tolerant (BFT) consensus protocol that is responsive and operates under the partially synchronous model. Responsive BFT consensus protocols exhibit wire-speed operation and deliver…

Distributed, Parallel, and Cluster Computing · Computer Science 2023-09-04 Mohammad M. Jalalzai , Alexander Mozeika , Marcin P. Pawlowski , Ganesh Narayanaswamy

We develop a general methodological framework for probabilistic inference in discrete- and continuous-time stochastic processes evolving on directed acyclic graphs (DAGs). The process is observed only at the leaf nodes, and the challenge is…

Methodology · Statistics 2025-05-27 Frank van der Meulen , Moritz Schauer , Stefan Sommer

We propose a linear-time, single-pass, top-down algorithm for multiple testing on directed acyclic graphs (DAGs), where nodes represent hypotheses and edges specify a partial ordering in which hypotheses must be tested. The procedure is…

Methodology · Statistics 2018-12-06 Aaditya Ramdas , Jianbo Chen , Martin J. Wainwright , Michael I. Jordan

Large Language Models (LLMs) demonstrate strong performance on mathematical problems when prompted with Chain-of-Thought (CoT), yet it remains unclear whether this success stems from search, rote procedures, or rule-consistent reasoning. To…

Artificial Intelligence · Computer Science 2026-03-03 Yuanhe Zhang , Ilja Kuzborskij , Jason D. Lee , Chenlei Leng , Fanghui Liu

Cryptocurrencies are poised to revolutionize the modern economy by democratizing commerce. These currencies operate on top of blockchain-based distributed ledgers. Existing permissionless blockchain-based protocols offer unparalleled…

Cryptography and Security · Computer Science 2022-03-25 Anurag Jain , Sanidhay Arora , Sankarshan Damle , Sujit Gujar

Cuttlefish addresses several limitations of existing consensus-less and consensus-minimized decentralized ledgers, including restricted programmability and the risk of deadlocked assets. The key insight of Cuttlefish is that consensus in…

Cryptography and Security · Computer Science 2023-09-25 Lefteris Kokoris-Kogias , Alberto Sonnino , George Danezis

In this work, we propose Ocior, a practical asynchronous Byzantine fault-tolerant (BFT) consensus protocol that achieves the optimal performance in resilience, communication, computation, and round complexity. Unlike traditional BFT…

Distributed, Parallel, and Cluster Computing · Computer Science 2025-09-11 Jinyuan Chen

Censorship resistance with short-term inclusion guarantees is an important feature of decentralized systems, missing from many state-of-the-art and even deployed consensus protocols. In leader-based protocols the leader arbitrarily selects…

Distributed, Parallel, and Cluster Computing · Computer Science 2025-08-19 Orestis Alpos , Bernardo David , Nikolas Kamarinakis , Dionysis Zindros
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