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We provide an overview of decentralized protocols like Compound and Aave that offer collateralized loans for cryptoasset investors. Compound and Aave are two of the most important application in the decentralized finance (DeFi) ecosystem.…

General Finance · Quantitative Finance 2021-08-02 Carlos Castro-Iragorri , Julian Ramirez , Sebastian Velez

The Maker Protocol is a decentralized finance application that enables collateralized lending. The application uses open-bid, second-price auctions to complete its loan liquidation process. In this paper, we develop a bidding function for…

Trading and Market Microstructure · Quantitative Finance 2021-05-27 Michael Darlin , Nikolaos Papadis , Leandros Tassiulas

Within just four years, the blockchain-based Decentralized Finance (DeFi) ecosystem has accumulated a peak total value locked (TVL) of more than 253 billion USD. This surge in DeFi's popularity has, unfortunately, been accompanied by many…

Cryptography and Security · Computer Science 2023-04-11 Liyi Zhou , Xihan Xiong , Jens Ernstberger , Stefanos Chaliasos , Zhipeng Wang , Ye Wang , Kaihua Qin , Roger Wattenhofer , Dawn Song , Arthur Gervais

We investigate the welfare loss of continuous and discrete order matching models in blockchain-based decentralized exchanges (DEX) that utilize order books to record outstanding orders. Continuous processing matches each incoming…

Cryptography and Security · Computer Science 2025-02-18 Tiantian Gong , Zeyu Liu , Aniket Kate

This paper studies liquid staking tokens (LSTs) on automated market makers (AMMs), both theoretically and empirically. LSTs are tokenized representations of staked assets on proof-of-stake blockchains. First, we model LST-liquidity on AMMs…

Cryptography and Security · Computer Science 2024-07-22 Krzysztof Gogol , Robin Fritsch , Malte Schlosser , Johnnatan Messias , Benjamin Kraner , Claudio Tessone

Concentrated Liquidity Market Makers (CLMMs) represent a fundamental innovation in market microstructure, transforming liquidity provision from passive portfolio allocation to active risk management. This evolution creates significant…

Mathematical Finance · Quantitative Finance 2026-03-31 Andrey Urusov , Rostislav Berezovskiy , Anatoly Krestenko , Andrei Kornilov , Yury Yanovich

Effective risk management solutions become absolutely crucial when financial markets embrace distributed technology and decentralized financing (DeFi). This study offers a thorough survey and comparative analysis of the integration of…

Distributed, Parallel, and Cluster Computing · Computer Science 2025-03-25 Akaash Vishal Hazarika , Mahak Shah , Swapnil Patil , Pradyumna Shukla

The rise of Large Language Models (LLMs) has transformed AI agents from passive computational tools into autonomous economic actors. This shift marks the emergence of the agent-centric economy, in which agents take on active economic…

Artificial Intelligence · Computer Science 2025-07-08 Yingxuan Yang , Ying Wen , Jun Wang , Weinan Zhang

The current design space of derivatives in Decentralized Finance (DeFi) relies heavily on oracle systems. Replicating market makers (RMMs) provide a mechanism for converting specific payoff functions to an associated Constant Function…

Computational Finance · Quantitative Finance 2022-06-06 Estelle Sterrett , Waylon Jepsen , Evan Kim

Unihedge is a decentralized platform for prediction markets with a novel approach. Using Harberger Tax (HTAX) economic policies a new type of prediction market, named HTAX prediction market, was build. HTAX prediction market derivates from…

Pricing of Securities · Quantitative Finance 2021-12-10 Marko Corn , Nejc Rožman

Financial regulators have long-standing concerns about fully decentralized exchanges that run 'on-chain' without any obvious regulatory hooks. The popularity of Uniswap, an automated market makers (AMM), made these concerns a reality. AMMs…

Cryptography and Security · Computer Science 2021-10-07 Mahsa Moosavi , Jeremy Clark

Automated Market Makers (AMMs) are decentralized exchange protocols that provide continuous access to token liquidity without the need for order books or traditional market makers. However, this innovation has failed to scale when it comes…

Computational Engineering, Finance, and Science · Computer Science 2025-06-02 Sumit Vohra

We study liquidity on decentralized exchanges (DEXs), identifying factors at the platform, blockchain, token pair, and liquidity pool levels with predictive power for market depth metrics. We introduce the v2 counterfactual spread metric, a…

Trading and Market Microstructure · Quantitative Finance 2025-01-20 Brian Z. Zhu , Dingyue Liu , Xin Wan , Gordon Liao , Ciamac C. Moallemi , Brad Bachu

As Machine Learning (ML) systems continue to grow, the demand for relevant and comprehensive datasets becomes imperative. There is limited study on the challenges of data acquisition due to ad-hoc processes and lack of consistent…

Artificial Intelligence · Computer Science 2023-11-27 Lingjiao Chen , Bilge Acun , Newsha Ardalani , Yifan Sun , Feiyang Kang , Hanrui Lyu , Yongchan Kwon , Ruoxi Jia , Carole-Jean Wu , Matei Zaharia , James Zou

Automated Market Makers (AMMs) are used to provide liquidity for combinatorial prediction markets that would otherwise be too thinly traded. They offer both buy and sell prices for any of the doubly exponential many possible securities that…

Computer Science and Game Theory · Computer Science 2025-10-16 Maneesha Papireddygari , Xintong Wang , Bo Waggoner , David M. Pennock

It is well known that users on open blockchains are tracked by an industry providing services to governments, law enforcement, secret services, and alike. While most blockchains do not protect their users' privacy and allow external…

Cryptography and Security · Computer Science 2021-06-08 Duc V. Le , Arthur Gervais

This paper presents OVer, a framework designed to automatically analyze the behavior of decentralized finance (DeFi) protocols when subjected to a "skewed" oracle input. OVer firstly performs symbolic analysis on the given contract and…

Software Engineering · Computer Science 2024-01-12 Xun Deng , Sidi Mohamed Beillahi , Cyrus Minwalla , Han Du , Andreas Veneris , Fan Long

As Machine Learning (ML) models are becoming increasingly complex, one of the central challenges is their deployment at scale, such that companies and organizations can create value through Artificial Intelligence (AI). An emerging paradigm…

Machine Learning · Computer Science 2021-12-07 Lam Duc Nguyen , Shashi Raj Pandey , Soret Beatriz , Arne Broering , Petar Popovski

Automated market makers (AMMs) are smart contracts that automatically trade electronic assets according to a mathematical formula. This paper investigates how an AMM's formula affects the interests of liquidity providers, who endow the AMM…

Other Computer Science · Computer Science 2021-10-20 Daniel Engel , Maurice Herlihy

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…

Cryptography and Security · Computer Science 2020-09-30 Liyi Zhou , Kaihua Qin , Christof Ferreira Torres , Duc V Le , Arthur Gervais