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In distributed machine learning, a central node outsources computationally expensive calculations to external worker nodes. The properties of optimization procedures like stochastic gradient descent (SGD) can be leveraged to mitigate the…

分布式、并行与集群计算 · 计算机科学 2023-04-19 Maximilian Egger , Serge Kas Hanna , Rawad Bitar

Coded computation techniques provide robustness against straggling workers in distributed computing. However, most of the existing schemes require exact provisioning of the straggling behaviour and ignore the computations carried out by…

信息论 · 计算机科学 2021-12-07 Emre Ozfatura , Sennur Ulukus , Deniz Gunduz

Small interconnected quantum processors can collaborate to tackle quantum computational problems that typically demand more capable devices. These linked processors, referred to as quantum nodes, can use shared entangled states to execute…

量子物理 · 物理学 2024-08-26 Lars Talsma , Álvaro G. Iñesta , Stephanie Wehner

Blockchain databases have attracted widespread attention but suffer from poor scalability due to underlying non-scalable blockchains. While blockchain sharding is necessary for a scalable blockchain database, it poses a new challenge named…

数据库 · 计算机科学 2024-07-08 Zicong Hong , Song Guo , Enyuan Zhou , Wuhui Chen , Huawei Huang , Albert Zomaya

In this paper, we propose several solutions to the committee selection problem among participants of a DAG distributed ledger. Our methods are based on a ledger intrinsic reputation model that serves as a selection criterion. The main…

分布式、并行与集群计算 · 计算机科学 2022-07-06 Bartosz Kuśmierz , Sebastian Müller , Angelo Capossele

Blockchain uses the idea of storing transaction data in the form of a distributed ledger wherein each node in the network stores a current copy of the sequence of transactions in the form of a hash chain. This requirement of storing the…

信息论 · 计算机科学 2018-01-09 Ravi Kiran Raman , Lav R. Varshney

Sharding is proposed to enhance blockchain scalability. However, a size-security dilemma where every shard must be large enough to ensure its security constrains the efficacy of individual shards and the degree of sharding itself. Most…

密码学与安全 · 计算机科学 2025-03-26 Jianting Zhang , Zhongtang Luo , Raghavendra Ramesh , Aniket Kate

In distributed computing systems slow working nodes, known as stragglers, can greatly extend finishing times. Coded computing is a technique that enables straggler-resistant computation. Most coded computing techniques presented to date…

信息论 · 计算机科学 2021-02-02 Shahrzad Kiani , Nuwan Ferdinand , Stark C. Draper

Parallel Byzantine Fault Tolerant (BFT) protocols based on committee-based sharding improve scalability but weaken safety since smaller node groups are responsible for consensus. Recent approaches integrate trusted execution environments…

分布式、并行与集群计算 · 计算机科学 2026-03-17 Yifei Xie , Btissam Er-Rahmadi , Xiao Chen , Tiejun Ma , Jane Hillston

Consensus mechanism is the heart of any blockchain network. Many projects have proposed alternative protocols to improve restricted scalability of Proof of Work originated since Bitcoin. As an improvement of Delegated Proof of Stake, in…

密码学与安全 · 计算机科学 2019-12-10 Thuat Do , Thao Nguyen , Hung Pham

Blockchain performance has historically faced challenges posed by the throughput limitations of consensus algorithms. Recent breakthroughs in research have successfully alleviated these constraints by introducing a modular architecture that…

分布式、并行与集群计算 · 计算机科学 2026-05-19 Ray Neiheiser , Arman Babaei , Giannis Alexopoulos , Marios Kogias , Eleftherios Kokoris Kogias

In traditional runtime verification, a system is typically observed by a monolithic monitor. Enforcing privacy in such settings is computationally expensive, as it necessitates heavy cryptographic primitives. Therefore, privacy-preserving…

密码学与安全 · 计算机科学 2026-03-23 Mahyar Karimi , K. S. Thejaswini , Roderick Bloem , Thomas A. Henzinger

Optimization in distributed networks plays a central role in almost all distributed machine learning problems. In principle, the use of distributed task allocation has reduced the computational time, allowing better response rates and…

最优化与控制 · 数学 2021-08-23 Elie Atallah , Nazanin Rahnavard , Chinwendu Enyioha

As an increasing amount of research is being done on various applications of sensor networks in adversarial environments, ensuring secure routing becomes of critical importance for the success of such deployments. The problem of designing a…

分布式、并行与集群计算 · 计算机科学 2013-07-02 Minko Dudev , Sebastian Gerling , Philip Peter

The development of underlying technologies in blockchain mostly revolves around a difficult problem: how to enhance the performance of the system and reduce various costs of nodes (such as communication, storage and verification) without…

密码学与安全 · 计算机科学 2023-12-04 Lide Xue , Wei Yang , Wei Li

In the past decade, blockchain has emerged as a promising solution for building secure distributed ledgers and has attracted significant attention. However, current blockchain systems suffer from limited throughput, poor scalability, and…

分布式、并行与集群计算 · 计算机科学 2025-08-07 Tayyaba Noreen , Qiufen Xia , Muhammad Zeeshan Haider

Bandwidth limitation is the major bottleneck that hinders scaling throughput of proof-of-work blockchains. To guarantee security, the mining rate of the blockchain is determined by the miners with the lowest bandwidth, resulting in an…

密码学与安全 · 计算机科学 2024-07-24 Chunjiang Che , Songze Li , Xuechao Wang

Coded computation is a method to mitigate "stragglers" in distributed computing systems through the use of error correction coding that has lately received significant attention. First used in vector-matrix multiplication, the range of…

信息论 · 计算机科学 2018-06-28 Nuwan Ferdinand , Stark Draper

Traditionally, peer-to-peer systems have relied on altruism and reciprocity. Although incentive-based models have gained prominence in new-generation peer-to-peer systems, it is essential to recognize the continued importance of cooperative…

分布式、并行与集群计算 · 计算机科学 2023-08-15 Bulat Nasrulin , Rowdy Chotkan , Johan Pouwelse

A scalable algorithm for solving compact banded linear systems on distributed memory architectures is presented. The proposed method factorizes the original system into two levels of memory hierarchies, and solves it using parallel cyclic…

分布式、并行与集群计算 · 计算机科学 2021-02-05 Hang Song , Kristen V. Matsuno , Jacob R. West , Akshay Subramaniam , Aditya S. Ghate , Sanjiva K. Lele