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We consider the market microstructure of automated market makers (AMMs) from the perspective of liquidity providers (LPs). Our central contribution is a ``Black-Scholes formula for AMMs''. We identify the main adverse selection cost…

数理金融 · 定量金融 2024-05-29 Jason Milionis , Ciamac C. Moallemi , Tim Roughgarden , Anthony Lee Zhang

The recently proposed Transaction Fee Mechanism (TFM) literature studies the strategic interaction between the miner of a block and the transaction creators (or users) in a blockchain. In a TFM, the miner includes transactions that maximize…

计算机科学与博弈论 · 计算机科学 2024-02-08 Sankarshan Damle , Varul Srivastava , Sujit Gujar

Transaction fee mechanism design is a new decentralized mechanism design problem where users bid for space on the blockchain. Several recent works showed that the transaction fee mechanism design fundamentally departs from classical…

计算机科学与博弈论 · 计算机科学 2024-04-23 Ke Wu , Elaine Shi , Hao Chung

Users of decentralized finance (DeFi) applications face significant risks from adversarial actions that manipulate the order of transactions to extract value from users. Such actions -- an adversarial form of what is called…

密码学与安全 · 计算机科学 2024-08-06 Kushal Babel , Nerla Jean-Louis , Yan Ji , Ujval Misra , Mahimna Kelkar , Kosala Yapa Mudiyanselage , Andrew Miller , Ari Juels

We consider the social welfare that can be facilitated by a constant function market maker (CFMM). When there is sufficient liquidity available to the CFMM, it can approximate the optimal social welfare when all users transactions are…

计算机科学与博弈论 · 计算机科学 2022-11-24 Bruno Mazorra , Nicolás Della Penna

Maximal Extractable Value (MEV) has become a significant incentive on blockchain networks, referring to the value captured through the manipulation of transaction execution order and strategic issuance of profit-generation transactions. We…

密码学与安全 · 计算机科学 2024-01-17 Burak Öz , Filip Rezabek , Jonas Gebele , Felix Hoops , Florian Matthes

While quantitative automation related to trading crypto-assets such as ERC-20 tokens has become relatively commonplace, with services such as 3Commas and Shrimpy offering user-friendly web-driven services for even the average crypto trader,…

密码学与安全 · 计算机科学 2021-09-24 Ceren Kocaoğullar , Arthur Gervais , Benjamin Livshits

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…

数理金融 · 定量金融 2026-05-20 Maxim Bichuch , Zachary Feinstein

Constant Function Market Makers (CFMMs) are a tool for creating exchange markets, have been deployed effectively in prediction markets, and are now especially prominent in the Decentralized Finance ecosystem. We show that for any set of…

计算机科学与博弈论 · 计算机科学 2023-03-06 Mohak Goyal , Geoffrey Ramseyer , Ashish Goel , David Mazières

In this paper, we investigate two methods that allow us to automatically create profitable DeFi trades, one well-suited to arbitrage and the other applicable to more complicated settings. We first adopt the Bellman-Ford-Moore algorithm with…

密码学与安全 · 计算机科学 2021-03-04 Liyi Zhou , Kaihua Qin , Antoine Cully , Benjamin Livshits , Arthur Gervais

Decentralized finance (DeFi) has the potential to disrupt centralized finance by validating peer-to-peer transactions through tamper-proof smart contracts, thus significantly lowering the transaction cost charged by financial…

综合经济学 · 经济学 2023-12-04 Ziqiao Ao , Lin William Cong , Gergely Horvath , Luyao Zhang

We present V0LVER, an AMM protocol which solves an incentivization trilemma between users, passive liquidity providers, and block producers. V0LVER enables users and passive liquidity providers to interact without paying MEV or incurring…

计算机科学与博弈论 · 计算机科学 2023-02-16 Conor McMenamin , Vanesa Daza

The Artificial Intelligence paradigm (hereinafter referred to as "AI") builds on the analysis of data able, among other things, to snap pictures of the individuals' behaviors and preferences. Such data represent the most valuable currency…

综合经济学 · 经济学 2019-04-30 Otello Ardovino , Jacopo Arpetti , Marco Delmastro

Given the rapid rise of electric vehicles (EVs) worldwide, and the ambitious targets set for the near future, the management of large EV fleets must be seen as a priority. Specifically, we study a scenario where EV charging is managed…

多智能体系统 · 计算机科学 2020-01-31 Alvaro Perez-Diaz , Enrico Gerding , Frank McGroarty

Decentralized finance (DeFi) is known for its unique mechanism design, which applies smart contracts to facilitate peer-to-peer transactions. The decentralized bank is a typical DeFi application. Ideally, a decentralized bank should be…

综合经济学 · 经济学 2025-08-11 Yufan Zhang , Zichao Chen , Yutong Sun , Yulin Liu , Luyao Zhang

Association rule mining (ARM) is the process of generating rules based on the correlation between the set of items that the customers purchase.Of late, data mining researchers have improved upon the quality of association rule mining for…

数据库 · 计算机科学 2012-05-09 Jyothi Pillai , O. P. Vyas

The limit order book mechanism has been the core trading mechanism of the modern financial market. In the cryptocurrency market, centralized exchanges also adopt this limit order book mechanism and a centralized matching engine dynamically…

计算工程、金融与科学 · 计算机科学 2022-12-21 Yeonwoo Jeong , Chanyoung Jeoung , Hosan Jeong , SangYoon Han , Juntae Kim

Maximal Extractable Value (MEV) drives the prosperity of the blockchain ecosystem. By strategically including, excluding, or reordering transactions within blocks, block producers can extract additional value, which in turn incentivizes…

密码学与安全 · 计算机科学 2024-10-11 Tianyang Chi , Ningyu He , Xiaohui Hu , Haoyu Wang

Recent advancements in large language models (LLMs) and agentic systems have shown exceptional decision-making capabilities, revealing significant potential for autonomic finance. Current financial trading agents predominantly simulate…

多智能体系统 · 计算机科学 2026-02-10 Zifan Song , Kaitao Song , Guosheng Hu , Ding Qi , Junyao Gao , Xiaohua Wang , Dongsheng Li , Cairong Zhao

Market making (MM) has attracted significant attention in financial trading owing to its essential function in ensuring market liquidity. With strong capabilities in sequential decision-making, Reinforcement Learning (RL) technology has…

机器学习 · 计算机科学 2023-08-21 Hui Niu , Siyuan Li , Jiahao Zheng , Zhouchi Lin , Jian Li , Jian Guo , Bo An