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Reputation is a valuable asset in online social lives and it has drawn increased attention. How to evaluate user reputation in online rating systems is especially significant due to the existence of spamming attacks. To address this issue,…

Information Retrieval · Computer Science 2017-01-24 Jian Gao , Tao Zhou

Ranking systems have an unprecedented influence on how and what information people access, and their impact on our society is being analyzed from different perspectives, such as users' discrimination. A notable example is represented by…

Information Retrieval · Computer Science 2022-08-24 Guilherme Ramos , Ludovico Boratto , Mirko Marras

Online platforms in the Internet Economy commonly incorporate recommender systems that recommend products (or "arms") to users (or "agents"). A key challenge in this domain arises from myopic agents who are naturally incentivized to exploit…

Information Retrieval · Computer Science 2024-06-19 Xiaowu Dai , Wenlu Xu , Yuan Qi , Michael I. Jordan

With the evolution of generative AI, multi - agent systems leveraging large - language models(LLMs) have emerged as a powerful tool for complex tasks. However, these systems face challenges in quantifying agent performance and lack…

Artificial Intelligence · Computer Science 2025-09-09 Yuwei Lou , Hao Hu , Shaocong Ma , Zongfei Zhang , Liang Wang , Jidong Ge , Xianping Tao

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

In this paper, we introduce a two-stage Bayesian persuasion model in which a third-party platform controls the information available to the sender about users' preferences. We aim to characterize the optimal information disclosure policy of…

Computer Science and Game Theory · Computer Science 2024-07-23 Itai Arieli , Omer Madmon , Moshe Tennenholtz

Reputation serves as a powerful mechanism for promoting cooperation in multi-agent systems, as agents are more inclined to cooperate with those of good social standing. While existing multi-agent reinforcement learning methods typically…

Multiagent Systems · Computer Science 2025-02-05 Tianyu Ren , Xuan Yao , Yang Li , Xiao-Jun Zeng

In this paper, we present a model of a trust-based recommendation system on a social network. The idea of the model is that agents use their social network to reach information and their trust relationships to filter it. We investigate how…

Adaptation and Self-Organizing Systems · Physics 2008-09-07 Frank E. Walter , Stefano Battiston , Frank Schweitzer

Cloud computing allows subscription based access to computing. It also allows storage services over Internet. Automated Negotiation is becoming an emerging, and important area in the field of Multi Agent Systems in ECommerce. Multi Agent…

Multiagent Systems · Computer Science 2013-11-26 Amruta More , Sheetal Vij , Debajyoti Mukhopadhyay

In this paper, we investigate how dynamic properties of reputation can influence the quality of users ranking. Reputation systems should be based on rules that can guarantee a high level of trust and help identifying unreliable units. To…

Social and Information Networks · Computer Science 2018-01-12 Almaz Melnikov , Manuel Mazzara , Victor Rivera , JooYoung Lee , Luca Longo

With the rapid development of applications in open distributed environments such as eCommerce, privacy of information is becoming a critical issue. Today, many online companies are gathering information and have assembled sophisticated…

Software Engineering · Computer Science 2015-01-21 Abdulsalam Yassine

Models of computational trust support users in taking decisions. They are commonly used to guide users' judgements in online auction sites; or to determine quality of contributions in Web 2.0 sites. However, most existing systems require…

Cryptography and Security · Computer Science 2015-03-19 Xin Liu , Anwitaman Datta , Krzysztof Rzadca

Consider an application sold on an on-line platform, with the app paying a commission fee and, henceforth, offered for sale on the platform. The ability to sell the application depends on its customer ranking. Therefore, developers may have…

Theoretical Economics · Economics 2019-05-23 Lihi Dery , Dror Hermel , Artyom Jelnov

Ranking problem has attracted much attention in real systems. How to design a robust ranking method is especially significant for online rating systems under the threat of spamming attacks. By building reputation systems for users, many…

Information Retrieval · Computer Science 2015-05-20 Jian Gao , Yu-Wei Dong , Mingsheng Shang , Shi-Min Cai , Tao Zhou

Relevance is a foundation of user experience in e-commerce search. We view relevance optimization as a closed-loop ecosystem involving multiple human roles: users who provide feedback, product managers who define standards, annotators who…

Information Retrieval · Computer Science 2026-05-08 Commerce Search Relevance Team

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

We simulate a reputation system in a market to optimise the balance between market security and market equity. We introduce a method of using a reputation system that will stabilise the distribution of wealth in a market in a fair manner.…

Multiagent Systems · Computer Science 2022-10-06 Anton Kolonin , Deborah Duong , Ben Goertzel , Cassio Pennachin , Matt Iklé , Nejc Znidar , Marco Argentieri

Negative reviews, the poor ratings in postpurchase evaluation, play an indispensable role in e-commerce, especially in shaping future sales and firm equities. However, extant studies seldom examine their potential value for sellers and…

Computation and Language · Computer Science 2020-05-21 Di Weng , Jichang Zhao

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

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