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Peer review is a laborious, yet essential, part of academic publishing with crucial impact on the scientific endeavor. The current lack of incentives and transparency harms the credibility of this process. Researchers are neither rewarded…

Computer Science and Game Theory · Computer Science 2024-04-30 Andreas Finke , Thomas Hensel

Peer review is a cornerstone of modern scientific endeavor. However, there is growing consensus that several limitations of the current peer review system, from lack of incentives to reviewers to lack of transparency, risks to undermine its…

Digital Libraries · Computer Science 2020-08-21 Andrea Mambrini , Andrea Baronchelli , Michele Starnini , Daniele Marinazzo , Manlio De Domenico

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…

Physics and Society · Physics 2015-05-19 Stefan Thurner , Rudolf Hanel

Is it possible to reliably evaluate the quality of peer reviews? We study this question driven by two primary motivations -- incentivizing high-quality reviewing using assessed quality of reviews and measuring changes to review quality in…

Digital Libraries · Computer Science 2024-11-08 Alexander Goldberg , Ivan Stelmakh , Kyunghyun Cho , Alice Oh , Alekh Agarwal , Danielle Belgrave , Nihar B. Shah

Peer-review is a necessary and essential quality control step for scientific publications but lacks proper incentives. Indeed, the process, which is very costly in terms of time and intellectual investment, not only is not remunerated by…

Digital Libraries · Computer Science 2021-03-17 Bianca Trovò , Nazzareno Massari

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

It is not easy to rationalize how peer review, as the current grassroots of science, can work based on voluntary contributions of reviewers. There is no rationale to write impartial and thorough evaluations. Consequently, there is no risk…

Physics and Society · Physics 2016-07-12 Simone Righi , Károly Takács

Peer review (e.g., grading assignments in Massive Open Online Courses (MOOCs), academic paper review) is an effective and scalable method to evaluate the products (e.g., assignments, papers) of a large number of agents when the number of…

Computer Science and Game Theory · Computer Science 2014-11-11 Yuanzhang Xiao , Florian Dörfler , Mihaela van der Schaar

Traditional closed peer review systems, which have played a central role in scientific publishing, are often slow, costly, non-transparent, stochastic, and possibly subject to biases - factors that can impede scientific progress and…

Social and Information Networks · Computer Science 2025-10-03 Andrii Zahorodnii , Jasper J. F. van den Bosch , Ian Charest , Christopher Summerfield , Ila R. Fiete

The peer review process in major artificial intelligence (AI) conferences faces unprecedented challenges with the surge of paper submissions (exceeding 10,000 submissions per venue), accompanied by growing concerns over review quality and…

Artificial Intelligence · Computer Science 2025-05-09 Jaeho Kim , Yunseok Lee , Seulki Lee

In post-publication peer review, scientific contributions are first published in open-access forums, such as arXiv or other digital libraries, and are subsequently reviewed and possibly ranked and/or evaluated. Compared to the classical…

Digital Libraries · Computer Science 2017-05-09 Luca de Alfaro , Marco Faella

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

Peer-review system has long been relied upon for bringing quality research to the notice of the scientific community and also preventing flawed research from entering into the literature. The need for the peer-review system has often been…

Digital Libraries · Computer Science 2016-08-18 Sandipan Sikdar , Matteo Marsili , Niloy Ganguly , Animesh Mukherjee

Citations play an important role in researchers' careers as a key factor in evaluation of scientific impact. Many anecdotes advice authors to exploit this fact and cite prospective reviewers to try obtaining a more positive evaluation for…

Digital Libraries · Computer Science 2023-07-19 Ivan Stelmakh , Charvi Rastogi , Ryan Liu , Shuchi Chawla , Federico Echenique , Nihar B. Shah

Scholarly journals rely on peer review to identify the science most worthy of publication. Yet finding willing and qualified reviewers to evaluate manuscripts has become an increasingly challenging task, possibly even threatening the…

Physics and Society · Physics 2026-02-03 Carl T. Bergstrom , Kevin Gross

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

In the setting of conference peer review, the conference aims to accept high-quality papers and reject low-quality papers based on noisy review scores. A recent work proposes the isotonic mechanism, which can elicit the ranking of paper…

Computer Science and Game Theory · Computer Science 2024-01-08 Yichi Zhang , Grant Schoenebeck , Weijie Su

Peer review is a process designed to produce a fair assessment of research quality before the publication of scholarly work in a journal. Demographics, nepotism, and seniority have been all shown to affect reviewer behavior suggesting the…

Digital Libraries · Computer Science 2018-11-07 Lucie Tvrznikova

To maintain fairness, in the terms of resources shared by an individual peer, a proper incentive policy is required in a peer to peer network. This letter proposes, a simpler mechanism to rank the peers based on their resource contributions…

Networking and Internet Architecture · Computer Science 2016-06-03 Sateesh Kumar Awasthi , Yatindra Nath Singh

Peer assessment is an efficient and effective learning assessment method that has been used widely in diverse fields in higher education. Despite its many benefits, a fundamental problem in peer assessment is that participants lack the…

Computers and Society · Computer Science 2015-06-19 Yanqing Wang , Yaowen Liang , Luning Liu , Ying Liu
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