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相关论文: ParlayMarket: Automated Market Making for Parlay-s…

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Polymarket is a prediction market platform where users can speculate on future events by trading shares tied to specific outcomes, known as conditions. Each market is associated with a set of one or more such conditions. To ensure proper…

密码学与安全 · 计算机科学 2025-08-06 Oriol Saguillo , Vahid Ghafouri , Lucianna Kiffer , Guillermo Suarez-Tangil

Designing automated market makers (AMMs) for prediction markets on combinatorial securities over large outcome spaces poses significant computational challenges. Prior research has primarily focused on combinatorial prediction markets…

计算机科学与博弈论 · 计算机科学 2024-11-15 Prommy Sultana Hossain , Xintong Wang , Fang-Yi Yu

Prediction markets show considerable promise for developing flexible mechanisms for machine learning. Here, machine learning markets for multivariate systems are defined, and a utility-based framework is established for their analysis. This…

人工智能 · 计算机科学 2015-03-19 Amos Storkey

We develop an axiomatic theory for Automated Market Makers (AMMs) in local energy sharing markets and analyze the Markov Perfect Equilibrium of the resulting economy with a Mean-Field Game. In this game, heterogeneous prosumers solve a…

理论经济学 · 经济学 2026-01-01 Michele Fabi , Viraj Nadkarni , Leonardo Leone , Matheus X. V. Ferreira

Automated Market Makers (AMMs) are a central component of decentralized exchanges, yet their equilibrium foundations and microeconomic mechanisms remain incompletely understood. This paper develops a dynamic equilibrium framework for…

综合经济学 · 经济学 2026-03-10 Chengqi Zang , Zhenghui Wang , Weitong Zhang

Ensuring sufficient liquidity is one of the key challenges for designers of prediction markets. Various market making algorithms have been proposed in the literature and deployed in practice, but there has been little effort to evaluate…

交易与市场微观结构 · 定量金融 2010-09-09 Aseem Brahma , Sanmay Das , Malik Magdon-Ismail

Prediction markets allow traders to bet on potential future outcomes. These markets exist for weather, political, sports, and economic forecasting. Within this work we consider a decentralized framework for prediction markets using…

数理金融 · 定量金融 2025-01-10 Hamed Amini , Maxim Bichuch , Zachary Feinstein

Pair trading is a market-neutral quantitative trading strategy that exploits price anomalies between two correlated assets. By taking simultaneous long and short positions, it generates profits based on relative price movements, independent…

计算工程、金融与科学 · 计算机科学 2024-12-18 Charles Barthelemy , Ruoyu Chen , Edward Lucyszyn

Prediction markets are designed to aggregate dispersed information about future events, yet today's ecosystem is fragmented across heterogeneous operator-run platforms and blockchain-based protocols that independently list economically…

计算工程、金融与科学 · 计算机科学 2026-01-06 Jonas Gebele , Florian Matthes

We present a new model for prediction markets, in which we use risk measures to model agents and introduce a market maker to describe the trading process. This specific choice on modelling tools brings us mathematical convenience. The…

计算机科学与博弈论 · 计算机科学 2014-03-05 Jinli Hu , Amos Storkey

Prediction markets offer a natural testbed for trading agents: contracts have binary payoffs, prices can be interpreted as probabilities, and realized performance depends critically on market microstructure, fees, and settlement risk. We…

统计金融 · 定量金融 2026-02-03 Avi Arora , Ritesh Malpani

Matching algorithms have demonstrated great success in several practical applications, but they often require centralized coordination and plentiful information. In many modern online marketplaces, agents must independently seek out and…

计算机科学与博弈论 · 计算机科学 2025-01-14 Vade Shah , Bryce L. Ferguson , Jason R. Marden

Within this work we consider an axiomatic framework for Automated Market Makers (AMMs). AMMs are smart contracts that set prices for swaps on a pool of assets. By imposing reasonable axioms on the underlying utility function, we are able to…

数理金融 · 定量金融 2025-02-04 Maxim Bichuch , Zachary Feinstein

This paper presents PolySwarm, a novel multi-agent large language model (LLM) framework designed for real-time prediction market trading and latency arbitrage on decentralized platforms such as Polymarket. PolySwarm deploys a swarm of 50…

人工智能 · 计算机科学 2026-04-07 Rajat M. Barot , Arjun S. Borkhatariya

Automated market makers (AMMs) are a new type of trading venues which are revolutionising the way market participants interact. At present, the majority of AMMs are constant function market makers (CFMMs) where a deterministic trading…

交易与市场微观结构 · 定量金融 2024-07-25 Marcello Monga

In many areas of industry and society, e.g., energy, healthcare, logistics, agents collect vast amounts of data that they deem proprietary. These data owners extract predictive information of varying quality and relevance from data…

理论经济学 · 经济学 2022-10-07 Aitazaz Ali Raja , Pierre Pinson , Jalal Kazempour , Sergio Grammatico

Prediction markets are long known for prediction accuracy. This study systematically explores the fundamental properties of prediction markets, addressing questions about their information aggregation process and the factors contributing to…

交易与市场微观结构 · 定量金融 2023-11-10 Dian Yu , Jianjun Gao , Weiping Wu , Zizhuo Wang

Two-sided manufacturing-as-a-service (MaaS) marketplaces connect clients requesting manufacturing services to suppliers providing those services. Matching mechanisms i.e. allocation of clients' orders to suppliers is a key design parameter…

计算机科学与博弈论 · 计算机科学 2020-10-27 Deepak Pahwa , Umut Dur , Binil Starly

As foundation models are increasingly deployed as interacting agents in multi-agent systems, their collective behavior raises new challenges for trustworthiness, transparency, and accountability. Traditional coordination mechanisms, such as…

Budget-management systems are one of the key components of modern auction markets. Internet advertising platforms typically offer advertisers the possibility to pace the rate at which their budget is depleted, through budget-pacing…

计算机科学与博弈论 · 计算机科学 2021-06-18 Andrea Celli , Riccardo Colini-Baldeschi , Christian Kroer , Eric Sodomka
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