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Decentralized Exchanges (DEXs) are now a significant component of the financial world where billions of dollars are traded daily. Differently from traditional markets, which are typically based on Limit Order Books, DEXs typically work as…

Trading and Market Microstructure · Quantitative Finance 2025-10-28 Daniele Maria Di Nosse , Federico Gatta , Fabrizio Lillo , Sebastian Jaimungal

As decentralized money market protocols continue to grow in value locked, there have been a number of optimizations proposed for improving capital efficiency. One set of proposals from Euler Finance and Mars Protocol is to have an interest…

Cryptography and Security · Computer Science 2023-07-26 Tarun Chitra , Peteris Erins , Kshitij Kulkarni

Distribution systems are undergoing a dramatic transition from a passive circuit that routinely disseminates electric power among downstream nodes to the system with distributed energy resources. The distributed energy resources come in a…

Systems and Control · Computer Science 2018-03-12 Ali Hassan , Yury Dvorkin , Deepjyoti Deka , Michael Chertkov

This paper applies deep reinforcement learning (DRL) to optimize liquidity provisioning in Uniswap v3, a decentralized finance (DeFi) protocol implementing an automated market maker (AMM) model with concentrated liquidity. We model the…

Computational Finance · Quantitative Finance 2025-01-14 Haonan Xu , Alessio Brini

Permissionless blockchains offer an information environment where users can interact privately without fear of censorship. Financial services can be programmatically coded via smart contracts to automate transactions without the need for…

General Finance · Quantitative Finance 2022-12-13 Kanis Saengchote

Decentralized Finance (DeFi) has revolutionized lending by replacing intermediaries with algorithm-driven liquidity pools. However, existing platforms like Aave and Compound rely on static interest rate curves and collateral requirements…

Social and Information Networks · Computer Science 2025-04-29 Mahsa Bastankhah , Viraj Nadkarni , Xuechao Wang , Pramod Viswanath

To non-experts, the traditional Centralized Finance (CeFi) ecosystem may seem obscure, because users are typically not aware of the underlying rules or agreements of financial assets and products. Decentralized Finance (DeFi), however, is…

General Finance · Quantitative Finance 2021-06-17 Kaihua Qin , Liyi Zhou , Yaroslav Afonin , Ludovico Lazzaretti , Arthur Gervais

The implementation of optimal power flow (OPF) methods to perform voltage and power flow regulation in electric networks is generally believed to require extensive communication. We consider distribution systems with multiple controllable…

Machine Learning · Computer Science 2019-08-15 Roel Dobbe , Oscar Sondermeijer , David Fridovich-Keil , Daniel Arnold , Duncan Callaway , Claire Tomlin

We address the liquidation problem arising from the credit risk management in decentralised finance (DeFi) by formulating it as an ergodic optimal control problem. In decentralised derivatives exchanges, liquidation is triggered whenever…

Trading and Market Microstructure · Quantitative Finance 2024-12-02 Jialun Cao , David Šiška

DeFi, or Decentralized Finance, is based on a distributed ledger called blockchain technology. Using blockchain, DeFi may customize the execution of predetermined operations between parties. The DeFi system use blockchain technology to…

Cryptography and Security · Computer Science 2023-04-27 Wenkai Li , Jiuyang Bu , Xiaoqi Li , Hongli Peng , Yuanzheng Niu , Yuqing Zhang

Decentralized exchanges (DEXs) are a cornerstone of decentralized finance (DeFi), allowing users to trade cryptocurrencies without the need for third-party authorization. Investors are incentivized to deposit assets into liquidity pools,…

Artificial Intelligence · Computer Science 2023-09-20 Haochen Zhang , Xi Chen , Lin F. Yang

Decentralized Finance (DeFi) is a nascent set of financial services, using tokens, smart contracts, and blockchain technology as financial instruments. We investigate four possible drivers of DeFi returns: exposure to cryptocurrency market,…

Computational Finance · Quantitative Finance 2024-03-07 Florentina Şoiman , Guillaume Dumas , Sonia Jimenez-Garces

Concentrated liquidity (CL) provisioning is a way how to improve the capital efficiency of Automated Market Makers (AMM). Allowing liquidity providers to use leverage is a step towards even higher capital efficiency. A number of…

Trading and Market Microstructure · Quantitative Finance 2024-09-20 Atis Elsts , Krešimir Klas

Decentralized Finance (DeFi) lending enables permissionless borrowing via smart contracts. However, it faces challenges in optimizing interest rates, mitigating bad debt, and improving capital efficiency. Rule-based interest-rate models…

Machine Learning · Computer Science 2025-06-03 Hanxiao Qu , Krzysztof Gogol , Florian Groetschla , Claudio Tessone

We model incentive security in non-custodial stablecoins and derive conditions for participation in a stablecoin system across risk absorbers (vaults/CDPs) and holders of governance tokens. We apply option pricing theory to derive closed…

General Economics · Economics 2023-03-31 Lucy Huo , Ariah Klages-Mundt , Andreea Minca , Frederik Christian Münter , Mads Rude Wind

Stablecoins are a class of cryptocurrencies which aim at providing consistency and predictability, typically by pegging the token's value to that of a real world asset. Designing resilient decentralized stablecoins is a challenge, and…

Computer Science and Game Theory · Computer Science 2024-10-30 Nicholas Strohmeyer , Sriram Vishwanath , David Fridovich-Keil

Optimal power flow (OPF) is an important technique for power systems to achieve optimal operation while satisfying multiple constraints. The traditional OPF are mostly centralized methods which are executed in the centralized control…

Systems and Control · Computer Science 2019-03-05 Qiao Li , David Wenzhong Gao , Lin Cheng , Fang Zhang , Weihang Yan

Synthetic assets are decentralized finance (DeFi) analogues of derivatives in the traditional finance (TradFi) world - financial arrangements which derive value from and are directly pegged to fluctuations in the value of an underlying…

General Finance · Quantitative Finance 2022-09-22 Abrar Rahman , Victor Shi , Matthew Ding , Elliot Choi

Financial options are fundamental to traditional markets, enabling strategies ranging from hedging to speculating. Yet, while the Automated Market Maker paradigm has revolutionized decentralized spot markets, no equivalent standard has…

Mathematical Finance · Quantitative Finance 2026-05-20 Maxim Bichuch , Zachary Feinstein

Asset custody is a core financial service in which the custodian holds in-safekeeping assets on behalf of the client. Although traditional custody service is typically endorsed by centralized authorities, decentralized custody scheme has…

Cryptography and Security · Computer Science 2021-07-14 Zhaohua Chen , Guang Yang