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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

Peer review in academic research aims not only to ensure factual correctness but also to identify work of high scientific potential that can shape future research directions. This task is especially critical in fast-moving fields such as…

应用统计 · 统计学 2025-11-26 Buxin Su , Natalie Collina , Garrett Wen , Didong Li , Kyunghyun Cho , Jianqing Fan , Bingxin Zhao , Weijie Su

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

Appropriate reviewer assignment significantly impacts the quality of proposal evaluation, as accurate and fair reviews are contingent on their assignment to relevant reviewers. The crucial task of assigning reviewers to submitted proposals…

数字图书馆 · 计算机科学 2023-04-05 Meltem Aksoy , Seda Yanik , Mehmet Fatih Amasyali

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

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

Peer review is an integral component of scientific research. The quality of peer review, and consequently the published research, depends to a large extent on the ability to recruit adequate reviewers for submitted papers. However, finding…

信息检索 · 计算机科学 2023-05-16 Jelena Jovanovic , Ebrahim Bagheri

The rapid development of science and technology has been accompanied by an exponential growth in peer-reviewed scientific publications. At the same time, the review of each paper is a laborious process that must be carried out by subject…

计算与语言 · 计算机科学 2021-02-02 Weizhe Yuan , Pengfei Liu , Graham Neubig

The importance of peer-review in the scientific process can not be overestimated. Yet, due to increasing pressures of research and exponentially growing number of publications the task faced by the referees becomes ever more difficult. We…

物理与社会 · 物理学 2008-10-03 Pawel Sobkowicz

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

One of the virtues of peer review is that it provides a self-regulating selection mechanism for scientific work, papers and projects. Peer review as a selection mechanism is hard to evaluate in terms of its efficiency. Serious efforts to…

物理与社会 · 物理学 2015-05-19 Stefan Thurner , Rudolf Hanel

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,…

机器学习 · 统计学 2019-11-18 Ivan Stelmakh , Nihar B. Shah , Aarti Singh

Peer-reviewed conferences, the main publication venues in CS, rely critically on matching highly qualified reviewers for each paper. Because of the growing scale of these conferences, the tight timelines on which they operate, and a recent…

人工智能 · 计算机科学 2022-08-08 Kevin Leyton-Brown , Mausam , Yatin Nandwani , Hedayat Zarkoob , Chris Cameron , Neil Newman , Dinesh Raghu

Peer review is a key activity intended to preserve the quality and integrity of scientific publications. However, in practice it is far from perfect. We aim at understanding how reviewers, including those who have won awards for reviewing,…

软件工程 · 计算机科学 2021-06-21 Neil A. Ernst , Jeffrey C. Carver , Daniel Mendez , Marco Torchiano

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…

信息检索 · 计算机科学 2022-11-09 Omer Anjum , Alok Kamatar , Toby Liang , Jinjun Xiong , Wen-mei Hwu

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

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…

数字图书馆 · 计算机科学 2011-12-01 Yordan Kalmukov

Peer review is the primary means of quality control in academia; as an outcome of a peer review process, program and area chairs make acceptance decisions for each paper based on the review reports and scores they received. Quality of…

计算与语言 · 计算机科学 2022-05-30 Nils Dycke , Edwin Simpson , Ilia Kuznetsov , Iryna Gurevych

Finding the right reviewers to assess the quality of conference submissions is a time consuming process for conference organizers. Given the importance of this step, various automated reviewer-paper matching solutions have been proposed to…

计算与语言 · 计算机科学 2019-09-26 Omer Anjum , Hongyu Gong , Suma Bhat , Wen-Mei Hwu , Jinjun Xiong

Both scientific progress and individual researcher careers depend on the quality of peer review, which in turn depends on paper-reviewer matching. Surprisingly, this problem has been mostly approached as an automated recommendation problem…

计算与语言 · 计算机科学 2022-05-04 Terne Sasha Thorn Jakobsen , Anna Rogers
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