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In the era of digital markets, the challenge for consumers is discerning quality amidst information asymmetry. While traditional markets use brand mechanisms to address this issue, transferring such systems to internet-based P2P markets,…

Computational Engineering, Finance, and Science · Computer Science 2026-01-07 H. Wen , T. Huang , D. Xiao

Leading agent-based trust models address two important needs. First, they show how an agent may estimate the trustworthiness of another agent based on prior interactions. Second, they show how agents may share their knowledge in order to…

Multiagent Systems · Computer Science 2014-01-17 Yonghong Wang , Chung-Wei Hang , Munindar P. Singh

In electronic marketplaces, after each transaction buyers will rate the products provided by the sellers. To decide the most trustworthy sellers to transact with, buyers rely on trust models to leverage these ratings to evaluate the…

Social and Information Networks · Computer Science 2013-06-24 Lizi Zhang

I introduce a dynamic model of learning and random meetings between a long-lived agent with unknown ability and heterogeneous projects with observable qualities. The outcomes of the agent's matches with the projects determine her posterior…

Theoretical Economics · Economics 2024-04-30 Farzad Pourbabaee

The e-commerce systems are being tackled from commerce behavior and internet technologies. Therefore, trust aspect between buyer-seller transactions is a potential element which needs to be addressed in competitive e-commerce industry. The…

Artificial Intelligence · Computer Science 2024-06-21 Muhammad Yasir Siddiqui , Alam Gir

The cognitive research on reputation has shown several interesting properties that can improve both the quality of services and the security in distributed electronic environments. In this paper, the impact of reputation on decision-making…

Artificial Intelligence · Computer Science 2011-06-28 Walter Quattrociocchi , Rosaria Conte

Recommender systems help people cope with the problem of information overload. A recently proposed adaptive news recommender model [Medo et al., 2009] is based on epidemic-like spreading of news in a social network. By means of agent-based…

Physics and Society · Physics 2015-03-17 Giulio Cimini , Matus Medo , Tao Zhou , Dong Wei , Yi-Cheng Zhang

Reputation systems are currently used, often with success, to ensure the functioning of online services as well as of e-commerce sites. Despite the relationship between reputation and material cooperative behaviours is quite supported, less…

Social and Information Networks · Computer Science 2016-09-16 Mirko Duradoni , Franco Bagnoli , Andrea Guazzini

Understanding the principles of consensus in communities and finding ways to optimal solutions beneficial for entire community becomes crucial as the speeds and scales of interaction in modern distributed systems increase. Such systems can…

Social and Information Networks · Computer Science 2018-11-22 Anton Kolonin , Ben Goertzel , Deborah Duong , Matt Ikle , Nejc Znidar

In this work we explore the implementation of the reputation system for a generic marketplace, describe details of the algorithm and parameters driving its operation, justify an approach to simulation modeling, and explore how various kinds…

Social and Information Networks · Computer Science 2019-02-12 Anton Kolonin , Ben Goertzel , Cassio Pennachin , Deborah Duong , Marco Argentieri , Nejc Znidar

Due to popularization of internet and e-commerce, more and more people getting involved in online shopping market. A large number of companies have been transferred to the internet where online customers have been increased due to easy…

Cryptography and Security · Computer Science 2024-06-25 Siddiqui Muhammad Yasir , Alam Gir , Jenny Lundberg

We consider a distributed multi-user system where individual entities possess observations or perceptions of one another, while the truth is only known to themselves, and they might have an interest in withholding or distorting the truth.…

Computer Science and Game Theory · Computer Science 2013-06-04 Parinaz Naghizadeh , Mingyan Liu

A fundamental decision faced by a firm hiring employees - and a familiar one to anyone who has dealt with the academic job market, for example - is deciding what caliber of candidates to pursue. Should the firm try to increase its…

Computer Science and Game Theory · Computer Science 2014-12-08 Jon Kleinberg , Sigal Oren

This paper studies multi-agent systems that involve networks of self-interested agents. We propose a Markov Decision Process-derived framework, called RepNet-MDP, tailored to domains in which agent reputation is a key driver of the…

Artificial Intelligence · Computer Science 2020-10-21 David Maoujoud , Gavin Rens

Trust evaluation is an important topic in both research and applications in sociable environments. This paper presents a model for trust evaluation between agents by the combination of direct trust, indirect trust through neighbouring links…

Artificial Intelligence · Computer Science 2021-04-20 Qin Liang , Minjie Zhang , Fenghui Ren , Takayuki Ito

This paper proposes a Byzantine-resilient consensus framework that simultaneously pursues two tightly coupled objectives: actively identifying Byzantine agents and guaranteeing resilient consensus among normal agents. Unlike existing…

Optimization and Control · Mathematics 2026-05-13 Rui Huang , Changxin Liu , Wen-Hua Chen , Yang Shi

As autonomous language model agents proliferate, forming an emerging agentic web with real-world consequences, what credibility signals can you use to decide whether to trust an unfamiliar agent in the wild and delegate to it? A natural…

Computers and Society · Computer Science 2026-05-29 Botao Amber Hu , Helena Rong , Max Van Kleek

In many real world networks agents are initially unsure of each other's qualities and must learn about each other over time via repeated interactions. This paper is the first to provide a methodology for studying the dynamics of such…

Economics · Quantitative Finance 2016-06-09 Simpson Zhang , Mihaela van der Schaar

Understanding the emergence of cooperation in systems of computational agents is crucial for the development of effective cooperative AI. Interaction among individuals in real-world settings are often sparse and occur within a broad…

Multiagent Systems · Computer Science 2024-01-24 Nicole Orzan , Erman Acar , Davide Grossi , Roxana Rădulescu

We propose a continuum model for the description of buyer and seller dynamics in an Internet market. The relevant variables are the research effort of buyers and the sellers' reputation building process. We show that, if a commercial…

Physics and Society · Physics 2009-11-07 Paolo Laureti , Frantisek Slanina , Yi-Kuo Yu , Yi-Cheng Zhang