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智能合约与交易所在基于以太坊的加密资产中心化中的结构作用。

The Structural Role of Smart Contracts and Exchanges in the Centralisation of Ethereum-Based Cryptoassets.

作者信息

De Collibus Francesco Maria, Piškorec Matija, Partida Alberto, Tessone Claudio J

机构信息

Blockchain and Distributed Ledger Technologies Group, Universität Zürich, Andreasstrasse 15, CH-8050 Zürich, Switzerland.

Rudjer Boskovic Institute, Bijenicka cesta 54, 10000 Zagreb, Croatia.

出版信息

Entropy (Basel). 2022 Jul 30;24(8):1048. doi: 10.3390/e24081048.

Abstract

In this paper, we use the methods of networks science to analyse the transaction networks of tokens running on the Ethereum blockchain. We start with a deep dive on four of them: Ampleforth (AMP), Basic Attention Token (BAT), Dai (DAI) and Uniswap (UNI). We study two types of blockchain addresses, smart contracts (SC), which run code, and externally owned accounts (EOA), run by human users, or off-chain code, with the corresponding private keys. We use preferential attachment and network dismantling strategies to evaluate their importance for the network structure. Subsequently, we expand our view to all ERC-20 tokens issued on the Ethereum network. We first study multilayered networks composed of Ether (ETH) and individual tokens using a dismantling approach to assess how the deconstruction starting from one network affects the other. Finally, we analyse the Ether network and Ethereum-based token networks to find similarities between sets of high-degree nodes. For this purpose, we use both the traditional Jaccard Index and a new metric that we introduce, the Ordered Jaccard Index (OJI), which considers the order of the elements in the two sets that are compared. Our findings suggest that smart contracts and exchange-related addresses play a structural role in transaction networks both in DeFi and Ethereum. The presence in the network of nodes associated to addresses of smart contracts and exchanges is positively correlated with the success of the token network measured in terms of network size and market capitalisation. These nodes play a fundamental role in the centralisation of the supposedly decentralised finance (DeFi) ecosystem: without them, their networks would quickly collapse.

摘要

在本文中,我们运用网络科学方法来分析在以太坊区块链上运行的代币交易网络。我们首先深入研究其中四种代币:安普尔福思(AMP)、基本注意力代币(BAT)、戴伊(DAI)和uniswap(UNI)。我们研究两种类型的区块链地址,即运行代码的智能合约(SC)以及由人类用户或链下代码通过相应私钥运行的外部拥有账户(EOA)。我们使用优先连接和网络拆解策略来评估它们对网络结构的重要性。随后,我们将视野扩展到以太坊网络上发行的所有ERC - 20代币。我们首先使用拆解方法研究由以太币(ETH)和单个代币组成的多层网络,以评估从一个网络开始的解构如何影响另一个网络。最后,我们分析以太币网络和基于以太坊的代币网络,以找出高度节点集之间的相似性。为此目的,我们既使用传统的杰卡德指数,也使用我们引入的一种新指标——有序杰卡德指数(OJI),该指标考虑了被比较的两个集合中元素的顺序。我们的研究结果表明,智能合约和与交易所相关的地址在去中心化金融(DeFi)和以太坊的交易网络中都发挥着结构性作用。与智能合约和交易所地址相关联的节点在网络中的存在与以网络规模和市值衡量的代币网络的成功呈正相关。这些节点在本应去中心化的金融(DeFi)生态系统中心化过程中发挥着基础性作用:没有它们,其网络将迅速崩溃。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/91ba/9407335/76acca8d1dc2/entropy-24-01048-g001.jpg

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