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We model a competitive market where AI agents buy answers from upstream generative models and resell them to users who differ in how much they value accuracy and in how much they fear hallucinations. Agents can privately exert effort for…

理论经济学 · 经济学 2026-04-14 Engin Iyidogan , Ali I. Ozkes

One fundamental limitation of blockchain-based smart contracts is that they execute in a closed environment. Thus, they only have access to data and functionality that is already on the blockchain, or is fed into the blockchain. Any…

密码学与安全 · 计算机科学 2021-09-03 Shayan Eskandari , Mehdi Salehi , Wanyun Catherine Gu , Jeremy Clark

Decision markets are mechanisms for selecting one among a set of actions based on forecasts about their consequences. Decision markets that are based on scoring rules have been proven to offer incentive compatibility analogous to properly…

计算机科学与博弈论 · 计算机科学 2021-11-16 Wenlong Wang , Thomas Pfeiffer

5G networks intend to cover user demands through multi-party collaborations in a secure and trustworthy manner. To this end, marketplaces play a pivotal role as enablers for network service consumers and infrastructure providers to offer,…

密码学与安全 · 计算机科学 2022-10-24 José María Jorquera Valero , Manuel Gil Pérez , Gregorio Martínez Pérez

The success of an agent mediated e-market system lies in the underlying reputation management system to improve the quality of services in an information asymmetric e-market. Reputation provides an operatable metric for establishing…

多智能体系统 · 计算机科学 2011-10-19 Vibha Gaur , Neeraj Kumar Sharma

We study auction design in a setting where agents can communicate over a censorship-resistant broadcast channel like the ones we can implement over a public blockchain. We seek to design credible, strategyproof auctions in a model that…

计算机科学与博弈论 · 计算机科学 2024-09-04 Tarun Chitra , Matheus V. X. Ferreira , Kshitij Kulkarni

We construct a privacy-preserving, distributed and decentralized marketplace where parties can exchange data for tokens. In this market, buyers and sellers make transactions in a blockchain and interact with a third party, called notary,…

密码学与安全 · 计算机科学 2020-02-25 Ariel Futoransky , Carlos Sarraute , Daniel Fernandez , Matias Travizano , Ariel Waissbein

Reputation and recommendation systems are fundamental for the formation of community market places. Yet, they are easy targets for attacks which disturb a market's equilibrium and are often based on cheap pseudonyms used to submit ratings.…

密码学与安全 · 计算机科学 2007-05-23 Nicolai Kuntze , Dominique Maehler , Andreas U. Schmidt

Prediction markets provide an efficient means to assess uncertain quantities from forecasters. Traditional and competitive strictly proper scoring rules have been shown to incentivize players to provide truthful probabilistic forecasts.…

计算机科学与博弈论 · 计算机科学 2012-02-20 SangIn Chun , Ross D. Shachter

Decentralized prediction markets (DePMs) allow open participation in event-based wagering without fully relying on centralized intermediaries. We review the history of DePMs which date back to 2011 and includes hundreds of proposals.…

计算工程、金融与科学 · 计算机科学 2026-03-16 Nahid Rahman , Joseph Al-Chami , Jeremy Clark

With growing concerns regarding bias and discrimination in predictive models, the AI community has increasingly focused on assessing AI system trustworthiness. Conventionally, trustworthy AI literature relies on the probabilistic framework…

机器学习 · 统计学 2024-01-05 Ritwik Vashistha , Arya Farahi

One approach to achieving artificial general intelligence (AGI) is through the emergence of complex structures and dynamic properties arising from decentralized networks of interacting artificial intelligence (AI) agents. Understanding the…

人工智能 · 计算机科学 2018-06-20 Anton Kolonin , Ben Goertzel , Deborah Duong , Matt Ikle

The Artificial Prediction Market is a recent machine learning technique for multi-class classification, inspired from the financial markets. It involves a number of trained market participants that bet on the possible outcomes and are…

机器学习 · 统计学 2014-08-18 Nathan Lay , Adrian Barbu

Bitcoin-otc is a peer to peer (over-the-counter) marketplace for trading with bit- coin crypto-currency. To mitigate the risks of the p2p unsupervised exchanges, the establishment of a reliable reputation systems is needed: for this reason,…

计算机与社会 · 计算机科学 2018-05-22 Ilaria Bertazzi , Sylvie Huet , Guillaume Deffuant , Floriana Gargiulo

Motivated by the challenges inherent in implementing trusted services in the Society 5.0 initiative, we propose a novel trust and reputation service for a decentralized marketplace. We assume that a Smart Contract is associated with each…

密码学与安全 · 计算机科学 2024-03-11 Stephen Olariu , Ravi Mukkamala , Meshari Aljohani

There has been an unprecedented surge in the number of service providers offering a wide range of machine learning prediction APIs for tasks such as image classification, language translation, etc. thereby monetizing the underlying data and…

计算机与社会 · 计算机科学 2018-12-06 Vijay Arya , Sayandeep Sen , Palani Kodeswaran

Agent mediated e-commerce involves buying and selling on Internet through software agents. The success of an agent mediated e-commerce system lies in the underlying reputation management system which is used to improve the quality of…

多智能体系统 · 计算机科学 2013-04-01 Vibha Gaur , Neeraj Kumar Sharma , Punam Bedi

Selective classification (or classification with a reject option) pairs a classifier with a selection function to determine whether or not a prediction should be accepted. This framework trades off coverage (probability of accepting a…

机器学习 · 计算机科学 2023-02-23 Andrea Pugnana , Salvatore Ruggieri

Today, many auctions are carried out with the help of intermediary platforms like Google and eBay. We refer to such auctions as platform-assisted auctions.Traditionally, the auction theory literature mainly focuses on designing auctions…

计算机科学与博弈论 · 计算机科学 2025-01-07 Hao Chung , Ke Wu , Elaine Shi

We present an exploration of a reputation system based on explicit ratings weighted by the values of corresponding financial transactions from the perspective of its ability to grant "security" to market participants by protecting them from…

多智能体系统 · 计算机科学 2019-05-21 Anton Kolonin , Ben Goertzel , Cassio Pennachin , Deborah Duong , Matt Ikle , Nejc Znidar , Marco Argentieri