论文标题

分散链交易所的高频交易

High-Frequency Trading on Decentralized On-Chain Exchanges

论文作者

Zhou, Liyi, Qin, Kaihua, Torres, Christof Ferreira, Le, Duc V, Gervais, Arthur

论文摘要

分散的交易所(DEX)允许当事方参与金融市场,同时保留其资金的全部监护权。但是,基于区块链的DEX与要处理的交易的延迟相结合的透明度使市场操作可行。例如,对手可以执行领先地位 - 利用(通常是非公共)信息的实践,这些信息可能会改变资产价格以获取财务收益。在这项工作中,我们在分析上进行了正式,分析性的交流和经验评估,这是一种增强的前跑:三明治攻击,涉及基于区块链的DEX的前后受害者交易。我们根据区块链块中交易的相对定位来量化对抗交易者能够进行攻击的可能性。我们发现,在对一个特定的DEX进行三明治攻击时,单个对抗性交易者的日常收入超过数千美元 - 单务工具,即到2020年6月的每日交易量超过500万美元的交易。除了单媒体游戏外,我们还模拟了在多个竞争竞争者中攻击在多个竞争者中的结果,以实现对现实的交易,并在多个竞争竞争者中销售。

Decentralized exchanges (DEXs) allow parties to participate in financial markets while retaining full custody of their funds. However, the transparency of blockchain-based DEX in combination with the latency for transactions to be processed, makes market-manipulation feasible. For instance, adversaries could perform front-running -- the practice of exploiting (typically non-public) information that may change the price of an asset for financial gain. In this work we formalize, analytically exposit and empirically evaluate an augmented variant of front-running: sandwich attacks, which involve front- and back-running victim transactions on a blockchain-based DEX. We quantify the probability of an adversarial trader being able to undertake the attack, based on the relative positioning of a transaction within a blockchain block. We find that a single adversarial trader can earn a daily revenue of over several thousand USD when performing sandwich attacks on one particular DEX -- Uniswap, an exchange with over 5M USD daily trading volume by June 2020. In addition to a single-adversary game, we simulate the outcome of sandwich attacks under multiple competing adversaries, to account for the real-world trading environment.

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