A centrality analysis of the Lightning Network

IF 5.9 2区 管理学 Q1 COMMUNICATION Telecommunications Policy Pub Date : 2023-11-20 DOI:10.1016/j.telpol.2023.102696
Philipp Zabka , Klaus-T. Förster , Christian Decker , Stefan Schmid
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Abstract

Blockchain technology has a huge impact on our digital society by enabling a more decentralized economy and policy making. This decentralization is also pivotal in payment Payment channel networks (PCNs), including the Lightning Network, have emerged as a promising solution to the scalability challenges that many blockchain-based cryptocurrencies, like Bitcoin, grapple with. These PCNs, while innovative, also inherit the rigorous dependability demands of the blockchain. A pivotal aspect of this dependability is the need for a high degree of decentralization, essential for mitigating liquidity bottlenecks and on-path attacks.

Driven by this imperative, our research embarks on an empirical centrality analysis of the Lightning Network, with a keen focus on the betweenness centrality distribution of its routing system. Utilizing an extensive dataset, sourced from several millions of broadcasted messages via the gossip protocol, we introduce the TimeMachine tool, an innovative method that allows for a temporal exploration of the network’s evolution.

Our findings reveal that while the Lightning Network exhibits a commendable level of decentralization, there is a discernible skew: a limited set of nodes command a significant portion of the transactions. Alarmingly, over the past two years, the network’s centrality has surged, with the inequality, as gauged by the Gini index, rising by over 15 uptick of approximately 5 in. This research not only uncovers critical insights into the Lightning Network’s structural dynamics but also raises the question about strategies and policies that ensure its sustained decentralization in the face of evolving challenges such as security vulnerabilities, potential monopolistic tendencies, liquidity bottlenecks, the risk of transaction censorship and many more.

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闪电网络的中心性分析
区块链技术通过实现更分散的经济和政策制定,对我们的数字社会产生了巨大影响。包括闪电网络在内的支付通道网络(pcn)已经成为解决许多基于区块链的加密货币(如比特币)所面临的可扩展性挑战的有希望的解决方案。这些pcn虽然具有创新性,但也继承了区块链严格的可靠性要求。这种可靠性的一个关键方面是需要高度的去中心化,这对于缓解流动性瓶颈和路径攻击至关重要。在这一迫切需要的推动下,我们的研究开始了闪电网络的经验中心性分析,重点关注其路由系统的中间中心性分布。利用广泛的数据集,从通过八卦协议的数百万广播消息中获取,我们介绍了时间机器工具,这是一种创新的方法,可以对网络的演变进行时间探索。我们的研究结果表明,虽然闪电网络表现出值得称赞的去中心化水平,但存在明显的偏差:有限的节点集控制了很大一部分交易。令人担忧的是,在过去两年中,该网络的中心地位急剧上升,以基尼指数衡量的不平等程度上升了15%以上,约为5%。这项研究不仅揭示了闪电网络结构动态的关键见解,而且提出了有关策略和政策的问题,以确保其在面临安全漏洞、潜在垄断趋势、流动性瓶颈、交易审查风险等不断变化的挑战时持续去中心化。
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来源期刊
Telecommunications Policy
Telecommunications Policy 工程技术-电信学
CiteScore
10.80
自引率
12.50%
发文量
122
审稿时长
38 days
期刊介绍: Telecommunications Policy is concerned with the impact of digitalization in the economy and society. The journal is multidisciplinary, encompassing conceptual, theoretical and empirical studies, quantitative as well as qualitative. The scope includes policy, regulation, and governance; big data, artificial intelligence and data science; new and traditional sectors encompassing new media and the platform economy; management, entrepreneurship, innovation and use. Contributions may explore these topics at national, regional and international levels, including issues confronting both developed and developing countries. The papers accepted by the journal meet high standards of analytical rigor and policy relevance.
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