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The state-of-the-art techniques for processing cross-blockchain transactions take a simple centralized approach: when the assets on blockchain $X$, say $X$-coins, are exchanged with the assets on blockchain $Y$---the $Y$-coins, those…

分布式、并行与集群计算 · 计算机科学 2020-08-20 Dongfang Zhao

The increasing adoption of blockchain technology has led to a growing demand for higher transaction throughput. Traditional blockchain platforms, such as Ethereum, execute transactions sequentially within each block, limiting scalability.…

分布式、并行与集群计算 · 计算机科学 2025-03-26 Xiaodong Qi , Xinran Chen , Asiy , Neil Han

The performance of graph neural nets (GNNs) is known to gradually decrease with increasing number of layers. This decay is partly attributed to oversmoothing, where repeated graph convolutions eventually make node embeddings…

机器学习 · 计算机科学 2020-02-14 Lingxiao Zhao , Leman Akoglu

Despite the success in various scenarios, blockchain systems, especially EVM-compatible ones that serially execute transactions, still face the significant challenge of limited throughput. Concurrent transaction execution is a promising…

分布式、并行与集群计算 · 计算机科学 2022-11-18 Haoran Lin , Yajin Zhou , Lei Wu

The theory of combinatorial designs has recently been used in order to build switch-centric data centre networks incorporating a large number of servers, in comparison with the popular Fat-Tree data centre network. The construction…

离散数学 · 计算机科学 2016-05-04 Iain A. Stewart

Graph Neural Networks (GNNs) have achieved a lot of success with graph-structured data. However, it is observed that the performance of GNNs does not improve (or even worsen) as the number of layers increases. This effect has known as…

机器学习 · 计算机科学 2023-01-10 Yeskendir Koishekenov

This paper proposes methods for identification of large-scale networked systems with guarantees that the resulting model will be contracting -- a strong form of nonlinear stability -- and/or monotone, i.e. order relations between states are…

系统与控制 · 电气工程与系统科学 2021-08-02 Max Revay , Jack Umenberger , Ian R. Manchester

A big challenge posed in blockchain centric platforms is achieving scalability while also preserving user privacy. This report details the design, implementation and evaluation of a Layer-2 scaling solution for Hyperledger Fabric using Zero…

密码学与安全 · 计算机科学 2026-02-10 Sania Siddiqui , Neha , Hari Babu K

Bitcoin transaction networks are large scale socio- technical systems in which activities are represented through multi-hop interaction patterns. Graph Neural Networks(GNNs) have become a widely adopted tool for analyzing such systems,…

机器学习 · 计算机科学 2026-03-18 Ankit Ghimire , Saydul Akbar Murad , Nick Rahimi

Off-chain transaction channels represent one of the leading techniques to scale the transaction throughput in cryptocurrencies. However, the economic effect of transaction channels on the system has not been explored much until now. We…

密码学与安全 · 计算机科学 2022-07-15 Simina Brânzei , Erel Segal-Halevi , Aviv Zohar

Recent research on network embedding in hyperbolic space have proven successful in several applications. However, nodes in real world networks tend to interact through several distinct channels. Simple aggregation or ignorance of this…

社会与信息网络 · 计算机科学 2021-11-02 Peiyuan Sun

Blockchain is a technology uniquely suited to support massive number of transactions and smart contracts within the Internet of Things (IoT) ecosystem, thanks to the decentralized accounting mechanism. In a blockchain network, the states of…

信息论 · 计算机科学 2018-02-13 Pietro Danzi , Anders Ellersgaard Kalør , Čedomir Stefanović , Petar Popovski

The perpetual growth of data stored on popular blockchains such as Ethereum leads to significant scalability challenges and substantial storage costs for operators of full nodes. Increasing costs may lead to fewer independently operated…

分布式、并行与集群计算 · 计算机科学 2024-10-10 Ruben Hias , Weihong Wang , Jan Vanhoof , Tom Van Cutsem

Performance and scalability are major concerns for blockchains: permissionless systems are typically limited by slow proof of X consensus algorithms and sequential post-order transaction execution on every node of the network. By…

分布式、并行与集群计算 · 计算机科学 2020-03-11 Christian Gorenflo , Lukasz Golab , Srinivasan Keshav

Following the birth of Bitcoin and the introduction of the Ethereum ERC20 protocol a decade ago, recent years have witnessed a growing number of cryptographic tokens that are being introduced by researchers, private sector companies and…

物理与社会 · 物理学 2020-04-20 Shahar Somin , Goren Gordon , Alex Pentland , Erez Shmueli , Yaniv Altshuler

For the enactment of inter-organizational business processes, blockchain can guarantee the enforcement of process models and the integrity of execution traces. However, existing solutions come with downsides regarding throughput…

密码学与安全 · 计算机科学 2025-03-28 Fabian Stiehle , Ingo Weber

The Bitcoin transaction graph is a public data structure organized as transactions between addresses, each associated with a logical entity. In this work, we introduce a complete probabilistic model of the Bitcoin Blockchain. We first…

密码学与安全 · 计算机科学 2018-12-14 Marc Jourdan , Sebastien Blandin , Laura Wynter , Pralhad Deshpande

Blockchain technology holds promise for Web 3.0, but scalability remains a critical challenge. Here, we present a mathematical theory for a novel blockchain network topology based on fractal N-dimensional simplexes. This Hyper-simplex…

网络与互联网体系结构 · 计算机科学 2024-10-02 Kaiwen Yang , Hao Xu , Yunqing Sun , Jiacheng Qian , Zihan Zhou , Xiaoshuai Zhang , Erwu Liu , Lei Zhang , Chih-Lin I

In this brief, we conduct a complex-network analysis of the Bitcoin transaction network. In particular, we design a new sampling method, namely random walk with flying-back (RWFB), to conduct effective data sampling. We then conduct a…

社会与信息网络 · 计算机科学 2022-03-18 Bishenghui Tao , Hong-Ning Dai , Jiajing Wu , Ivan Wang-Hei Ho , Zibin Zheng , Chak Fong Cheang

In this article, we study some parallel processing algorithms for multiplication and modulo operations. We demonstrate that the state transitions that are formed under these algorithms satisfy lattice-linearity, where these algorithms…

分布式、并行与集群计算 · 计算机科学 2024-10-16 Arya Tanmay Gupta , Sandeep S Kulkarni
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