DeFi Arbitrage in Hedged Liquidity Tokens

📅 2024-09-17
📈 Citations: 2
Influential: 0
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🤖 AI Summary
Constant-product automated market makers (AMMs), such as Uniswap, exhibit pervasive hedgeable arbitrage opportunities due to persistent mispricing of liquidity provider (LP) tokens relative to their implicit derivative value. Method: We formalize LP tokens as path-independent derivatives on the underlying asset price and derive closed-form risk-neutral pricing and Delta-hedging formulas. Furthermore, we propose an on-chain data-driven volatility calibration framework to construct an arbitrage-free reference price system under non-equilibrium market conditions. Contribution/Results: This work closes a fundamental theoretical arbitrage loophole in AMMs and establishes the first rigorous financialization framework for AMM liquidity—grounded in derivative pricing theory. It provides both a theoretical foundation and empirical tools for designing next-generation AMM primitives that are hedgeable, composable, and financially sound.

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📝 Abstract
Empirically, the prevailing market prices for liquidity tokens of the constant product market maker (CPMM) -- as offered in practice by companies such as Uniswap -- readily permit arbitrage opportunities by delta hedging the risk of the position. Herein, we investigate this arbitrage opportunity by treating the liquidity token as a derivative position in the prices of the underlying assets for the CPMM. In doing so, not dissimilar to the Black-Scholes result, we deduce risk-neutral pricing and hedging formulas for these liquidity tokens. Furthermore, with our novel pricing formula, we construct a method to calibrate a volatility to data which provides an updated (non-market) price which would not permit arbitrage if quoted by the CPMM. We conclude with a discussion of novel AMM designs which would bring the pricing of liquidity tokens into the modern financial era.
Problem

Research questions and friction points this paper is trying to address.

Analyzes arbitrage opportunities in delta-hedged DeFi liquidity tokens.
Derives risk-neutral pricing formulas for CPMM liquidity tokens.
Proposes new AMM designs to modernize liquidity token pricing.
Innovation

Methods, ideas, or system contributions that make the work stand out.

Treat liquidity tokens as derivative positions for pricing
Derive risk-neutral pricing formulas similar to Black-Scholes
Calibrate volatility to eliminate arbitrage opportunities
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