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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 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

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

A major threat to the peer-review systems of computer science conferences is the existence of "collusion rings" between reviewers. In such collusion rings, reviewers who have also submitted their own papers to the conference work together…

Social and Information Networks · Computer Science 2024-03-12 Steven Jecmen , Nihar B. Shah , Fei Fang , Leman Akoglu

The explosion of conference paper submissions in AI and related fields, has underscored the need to improve many aspects of the peer review process, especially the matching of papers and reviewers. Recent work argues that the key to improve…

Multiagent Systems · Computer Science 2023-03-02 Inbal Rozencweig , Reshef Meir , Nick Mattei , Ofra Amir

In peer mechanisms, the competitors for a prize also determine who wins. Each competitor may be asked to rank, grade, or nominate peers for the prize. Since the prize can be valuable, such as financial aid, course grades, or an award at a…

Artificial Intelligence · Computer Science 2024-05-31 Matthew Olckers , Toby Walsh

In the peer review process of top-tier machine learning (ML) and artificial intelligence (AI) conferences, reviewers are assigned to papers through automated methods. These assignment algorithms consider two main factors: (1) reviewers'…

Machine Learning · Computer Science 2025-08-18 Jhih-Yi Hsieh , Aditi Raghunathan , Nihar B. Shah

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…

Cryptography and Security · Computer Science 2023-03-28 Thorsten Eisenhofer , Erwin Quiring , Jonas Möller , Doreen Riepel , Thorsten Holz , Konrad Rieck

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

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

The peer-review process, in its present form, has been repeatedly criticized. Of the many critiques ranging from publication delays to referee bias, this paper will focus specifically on the issue of how submitted manuscripts are…

Digital Libraries · Computer Science 2021-08-23 Marko A. Rodriguez , Johan Bollen , Herbert Van de Sompel

Decision-making methods very often use the technique of comparing alternatives in pairs. In this approach, experts are asked to compare different options, and then a quantitative ranking is created from the results obtained. It is commonly…

Artificial Intelligence · Computer Science 2025-04-21 M. Strada , K. Kułakowski

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

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

A number of applications involve sequential arrival of users, and require showing each user an ordering of items. A prime example (which forms the focus of this paper) is the bidding process in conference peer review where reviewers enter…

Artificial Intelligence · Computer Science 2020-08-03 Tanner Fiez , Nihar B. Shah , Lillian Ratliff

This paper proposes an architecture and assignment management model of a conference management system that performs a precise and accurate automatic assignment of reviewers to papers. The system relies on taxonomy of keywords to describe…

Digital Libraries · Computer Science 2011-12-01 Yordan Kalmukov

The conference peer review process involves three constituencies with different objectives: authors want their papers accepted at prestigious venues (and quickly), conferences want to present a program with many high-quality and few…

Computer Science and Game Theory · Computer Science 2025-09-30 Yichi Zhang , Fang-Yi Yu , Grant Schoenebeck , David Kempe

Peer reviewed publications are considered the gold standard in certifying and disseminating ideas that a research community considers valuable. However, we identify two major drawbacks of the current system: (1) the overwhelming demand for…

General Economics · Economics 2023-05-12 Siddarth Srinivasan , Jamie Morgenstern

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…

Computer Science and Game Theory · Computer Science 2020-05-01 Nicholas Mattei , Paolo Turrini , Stanislav Zhydkov

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
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