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相关论文: PeerReview4All: Fair and Accurate Reviewer Assignm…

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Peer review assignment algorithms aim to match research papers to suitable expert reviewers, working to maximize the quality of the resulting reviews. A key challenge in designing effective assignment policies is evaluating how changes to…

信息检索 · 计算机科学 2023-05-30 Martin Saveski , Steven Jecmen , Nihar B. Shah , Johan Ugander

The assignment of papers to reviewers is a crucial part of the peer review processes of large publication venues, where organizers (e.g., conference program chairs) rely on algorithms to perform automated paper assignment. As such, a major…

社会与信息网络 · 计算机科学 2023-10-20 Yixuan Even Xu , Steven Jecmen , Zimeng Song , Fei Fang

Peer assessment has established itself as a critical pedagogical tool in academic settings, offering students timely, high-quality feedback to enhance learning outcomes. However, the efficacy of this approach depends on two factors: (1) the…

计算机与社会 · 计算机科学 2025-08-26 Uchswas Paul , Shail Shah , Sri Vaishnavi Mylavarapu , M. Parvez Rashid , Edward Gehringer

A successful peer review process requires that qualified and interested reviewers are assigned to each paper. Most automated reviewer assignment approaches estimate a real-valued affinity score for each paper-reviewer pair that acts as a…

计算机科学与博弈论 · 计算机科学 2023-09-06 Cyrus Cousins , Justin Payan , Yair Zick

We consider three important challenges in conference peer review: (i) reviewers maliciously attempting to get assigned to certain papers to provide positive reviews, possibly as part of quid-pro-quo arrangements with the authors; (ii)…

人工智能 · 计算机科学 2020-10-27 Steven Jecmen , Hanrui Zhang , Ryan Liu , Nihar B. Shah , Vincent Conitzer , Fei Fang

In peer selection agents must choose a subset of themselves for an award or a prize. As agents are self-interested, we want to design algorithms that are impartial, so that an individual agent cannot affect their own chance of being…

计算机科学与博弈论 · 计算机科学 2020-05-01 Nicholas Mattei , Paolo Turrini , Stanislav Zhydkov

The article focuses on the importance of the automatic assignment of reviewers to papers for increasing the assignment accuracy therefore the quality of the scientific event itself. It discusses the main aspects that influence the…

数字图书馆 · 计算机科学 2010-12-10 Yordan Kalmukov , Boris Rachev

The peer-review process is the most widely accepted certification mechanism for officially accepting the written results of researchers within the scientific community. An essential component of peer-review is the identification of…

数字图书馆 · 计算机科学 2008-12-02 Marko A. Rodriguez , Johan Bollen

Societies often rely on human experts to take a wide variety of decisions affecting their members, from jail-or-release decisions taken by judges and stop-and-frisk decisions taken by police officers to accept-or-reject decisions taken by…

机器学习 · 统计学 2018-05-29 Isabel Valera , Adish Singla , Manuel Gomez Rodriguez

We present fast, fair, flexible, and welfare efficient algorithms for assigning reviewers to submitted conference papers. Our approaches extend picking sequence mechanisms, standard tools from the fair allocation literature to ensure…

计算机科学与博弈论 · 计算机科学 2024-02-16 Justin Payan , Yair Zick

In conference peer review, reviewers are often asked to provide "bids" on each submitted paper that express their interest in reviewing that paper. A paper assignment algorithm then uses these bids (along with other data) to compute a…

密码学与安全 · 计算机科学 2023-03-14 Steven Jecmen , Minji Yoon , Vincent Conitzer , Nihar B. Shah , Fei Fang

Everyday, a vast stream of research documents is submitted to conferences, anthologies, journals, newsletters, annual reports, daily papers, and various periodicals. Many such publications use independent external specialists to review…

数字图书馆 · 计算机科学 2025-06-27 Tamim Al Mahmud , B M Mainul Hossain , Dilshad Ara

Automatically matching reviewers to papers is a crucial step of the peer review process for venues receiving thousands of submissions. Unfortunately, common paper matching algorithms often construct matchings suffering from two critical…

数据结构与算法 · 计算机科学 2019-05-29 Ari Kobren , Barna Saha , Andrew McCallum

Due to the large number of submissions that more and more conferences experience, finding an automatized way to well distribute the submitted papers among reviewers has become necessary. We model the peer-reviewing matching problem as a…

多智能体系统 · 计算机科学 2023-07-25 Gennaro Auricchio , Ruixiao Zhang , Jie Zhang , Xiaohao Cai

The number of papers submitted to academic conferences is steadily rising in many scientific disciplines. To handle this growth, systems for automatic paper-reviewer assignments are increasingly used during the reviewing process. These…

密码学与安全 · 计算机科学 2023-03-28 Thorsten Eisenhofer , Erwin Quiring , Jonas Möller , Doreen Riepel , Thorsten Holz , Konrad Rieck

As AI research surges in both impact and volume, conferences have imposed submission limits to maintain paper quality and alleviate organizational pressure. In this work, we examine the fairness of desk-rejection systems under submission…

机器学习 · 计算机科学 2025-02-04 Yuefan Cao , Xiaoyu Li , Yingyu Liang , Zhizhou Sha , Zhenmei Shi , Zhao Song , Jiahao Zhang

At the heart of many scientific conferences is the problem of matching submitted papers to suitable reviewers. Arriving at a good assignment is a major and important challenge for any conference organizer. In this paper we propose a…

信息检索 · 计算机科学 2012-02-20 Laurent Charlin , Richard S. Zemel , Craig Boutilier

Algorithmic fairness is a major concern in recent years as the influence of machine learning algorithms becomes more widespread. In this paper, we investigate the issue of algorithmic fairness from a network-centric perspective.…

社会与信息网络 · 计算机科学 2020-10-13 Farzan Masrour , Pang-Ning Tan , Abdol-Hossein Esfahanian

The increasing volume of papers and proposals that undergo peer review emphasizes the pressing need for greater automation to effectively manage the growing scale. In this study, we present the deployment and evaluation of machine learning…

天体物理仪器与方法 · 物理学 2025-02-20 John M. Carpenter , Andrea Corvillón , Nihar B. Shah

Many peer-review venues are using algorithms to assign submissions to reviewers. The crux of such automated approaches is the notion of the "similarity score" -- a numerical estimate of the expertise of a reviewer in reviewing a paper --…

信息检索 · 计算机科学 2025-06-02 Ivan Stelmakh , John Wieting , Sarina Xi , Graham Neubig , Nihar B. Shah
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