Role of fee choice in revenue generation of AMMs: A quantitative study

Abe Alexander, Jesse Moestaredjo, Mart Heuvelmans, Lars Fritz
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Abstract

In the ever evolving landscape of decentralized finance automated market makers (AMMs) play a key role: they provide a market place for trading assets in a decentralized manner. For so-called bluechip pairs, arbitrage activity provides a major part of the revenue generation of AMMs but also a major source of loss due to the so-called 'informed orderflow'. Finding ways to minimize those losses while still keeping uninformed trading activity alive is a major problem in the field. In this paper we will investigate the mechanics of said arbitrage and try to understand how AMMs can maximize the revenue creation or in other words minimize the losses. To that end, we model the dynamics of arbitrage activity for a concrete implementation of a pool and study its sensitivity to the choice of fee aiming to maximize the revenue for the AMM. We identify dynamical fees that mimic the directionality of the price due to asymmetric fee choices as a promising avenue to mitigate losses to toxic flow. This work is based on and extends a recent article by some of the authors.
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收费选择在 AMM 创收中的作用:定量研究
在不断发展的去中心化金融领域,自动做市商(AMM)扮演着重要角色:它们以去中心化的方式为资产交易提供了一个市场。对于所谓的蓝筹股对来说,套利活动是自动做市商创收的主要部分,但也是所谓的 "知情订单流 "造成损失的主要来源。如何在保持无信息交易活动的同时最大限度地减少这些损失,是该领域的一大难题。在本文中,我们将研究上述套利的机制,并试图了解 AMM 如何最大限度地创造收益,或者换句话说,如何最大限度地减少损失。为此,我们建立了一个具体实施池的套利活动动态模型,并研究了它对旨在使 AMM 收益最大化的费用选择的敏感性。我们认为,动态收费可以模仿不对称收费选择导致的价格方向性,是减轻毒流损失的一条可行途径。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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