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We consider the problem of automated assignment of papers to reviewers in conference peer review, with a focus on fairness and statistical accuracy. Our fairness objective is to maximize the review quality of the most disadvantaged paper,…

Machine Learning · Statistics 2019-11-18 Ivan Stelmakh , Nihar B. Shah , Aarti Singh

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…

Information Retrieval · Computer Science 2012-02-20 Laurent Charlin , Richard S. Zemel , Craig Boutilier

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…

Social and Information Networks · Computer Science 2023-10-20 Yixuan Even Xu , Steven Jecmen , Zimeng Song , 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…

Digital Libraries · Computer Science 2025-06-27 Tamim Al Mahmud , B M Mainul Hossain , Dilshad Ara

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…

Digital Libraries · Computer Science 2008-12-02 Marko A. Rodriguez , Johan Bollen

Assigning qualified, unbiased and interested reviewers to paper submissions is vital for maintaining the integrity and quality of the academic publishing system and providing valuable reviews to authors. However, matching thousands of…

Information Retrieval · Computer Science 2022-11-09 Omer Anjum , Alok Kamatar , Toby Liang , Jinjun Xiong , Wen-mei Hwu

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…

Digital Libraries · Computer Science 2010-12-10 Yordan Kalmukov , Boris Rachev

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)…

Artificial Intelligence · Computer Science 2020-10-27 Steven Jecmen , Hanrui Zhang , Ryan Liu , Nihar B. Shah , Vincent Conitzer , 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…

Computers and Society · Computer Science 2025-08-26 Uchswas Paul , Shail Shah , Sri Vaishnavi Mylavarapu , M. Parvez Rashid , Edward Gehringer

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…

Cryptography and Security · Computer Science 2023-03-14 Steven Jecmen , Minji Yoon , Vincent Conitzer , Nihar B. Shah , Fei Fang

Many scientific conferences employ a two-phase paper review process, where some papers are assigned additional reviewers after the initial reviews are submitted. Many conferences also design and run experiments on their paper review…

Artificial Intelligence · Computer Science 2021-08-17 Steven Jecmen , Hanrui Zhang , Ryan Liu , Fei Fang , Vincent Conitzer , Nihar B. Shah

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…

Information Retrieval · Computer Science 2023-05-30 Martin Saveski , Steven Jecmen , Nihar B. Shah , Johan Ugander

In peer review, reviewers are usually asked to provide scores for the papers. The scores are then used by Area Chairs or Program Chairs in various ways in the decision-making process. The scores are usually elicited in a quantized form to…

Information Retrieval · Computer Science 2022-04-13 Yusha Liu , Yichong Xu , Nihar B. Shah , Aarti Singh

Most computer science conferences rely on paper bidding to assign reviewers to papers. Although paper bidding enables high-quality assignments in days of unprecedented submission numbers, it also opens the door for dishonest reviewers to…

Cryptography and Security · Computer Science 2021-03-23 Ruihan Wu , Chuan Guo , Felix Wu , Rahul Kidambi , Laurens van der Maaten , Kilian Q. Weinberger

In the peer selection problem a group of agents must select a subset of themselves as winners for, e.g., peer-reviewed grants or prizes. Here, we take a Condorcet view of this aggregation problem, i.e., that there is a ground-truth ordering…

Computer Science and Game Theory · Computer Science 2021-07-22 Omer Lev , Nicholas Mattei , Paolo Turrini , Stanislav Zhydkov

Conference paper assignment, i.e., the task of assigning paper submissions to reviewers, presents multi-faceted issues for recommender systems research. Besides the traditional goal of predicting `who likes what?', a conference management…

Information Retrieval · Computer Science 2009-06-23 Don Conry , Yehuda Koren , Naren Ramakrishnan

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 --…

Information Retrieval · Computer Science 2025-06-02 Ivan Stelmakh , John Wieting , Sarina Xi , Graham Neubig , Nihar B. Shah

Scientific publishing heavily relies on the assessment of quality of submitted manuscripts by peer reviewers. Assigning a set of matching reviewers to a submission is a highly complex task which can be performed only by domain experts. We…

Digital Libraries · Computer Science 2021-10-08 Christin Katharina Kreutz , Ralf Schenkel

We propose an enhanced peer-review process where the reviewers are encouraged to truthfully disclose their reviews. We start by modelling that process using a Bayesian model where the uncertainty regarding the quality of the manuscript is…

Computer Science and Game Theory · Computer Science 2013-06-28 Arthur Carvalho , Kate Larson

Fair predictive algorithms hinge on both equality and trust, yet inherent uncertainty in real-world data challenges our ability to make consistent, fair, and calibrated decisions. While fairly managing predictive error has been extensively…

Machine Learning · Computer Science 2024-10-04 Lucas Rosenblatt , R. Teal Witter
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