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We develop a simple model of the scientific peer review process, in which authors of varying ability invest to produce papers of varying quality, and journals evaluate papers based on a noisy signal, choosing to accept or reject each paper.…

General Economics · Economics 2025-10-07 Raphael Mu

We propose a proof-of-work algorithm that rewards blockchain miners for using computational resources to solve NP-complete puzzles. The resulting blockchain will publicly store and improve solutions to problems with real world applications…

Distributed, Parallel, and Cluster Computing · Computer Science 2017-09-05 Carlos G. Oliver , Alessandro Ricottone , Pericles Philippopoulos

Large Language Models (LLMs) are increasingly used in scientific peer review, assisting with drafting, rewriting, expansion, and refinement. However, existing peer-review LLM detection methods largely treat authorship as a binary…

Computation and Language · Computer Science 2026-04-17 Soroush Sadeghian , Alireza Daqiq , Radin Cheraghi , Sajad Ebrahimi , Negar Arabzadeh , Ebrahim Bagheri

Peer review is the primary mechanism for evaluating scientific contributions, yet prior studies have mostly examined paper features or external metadata in isolation. The emergence of open platforms such as OpenReview has transformed peer…

Computers and Society · Computer Science 2026-01-30 Sangkeun Jung , Goun Pyeon , Inbum Heo , Hyungjin Ahn

Research funding allocation remains a critical bottleneck in scientific advancement, yet the review process for funding proposals lacks the transparency that has revolutionized academic paper peer review. Traditional funding agencies…

Computers and Society · Computer Science 2025-12-17 Sakshi Ahuja , Subhankar Mishra

Peer grading is the process of students reviewing each others' work, such as homework submissions, and has lately become a popular mechanism used in massive open online courses (MOOCs). Intrigued by this idea, we used it in a course on…

Machine Learning · Computer Science 2016-02-11 Mehdi S. M. Sajjadi , Morteza Alamgir , Ulrike von Luxburg

Assigning papers to reviewers is a central challenge in the peer-review process of large academic conferences. Program chairs must balance competing objectives, including maximizing reviewer expertise, promoting diversity, and enhancing…

Social and Information Networks · Computer Science 2026-01-22 Michael Cui , Chenxin Dai , Yixuan Even Xu , Fei Fang

One decade ago, Bitcoin was introduced, becoming the first cryptocurrency and establishing the concept of "blockchain" as a distributed ledger. As of today, there are many different implementations of cryptocurrencies working over a…

Neural and Evolutionary Computing · Computer Science 2019-07-26 Alejandro Baldominos , Yago Saez

The trend toward open science increases the pressure on authors to provide access to the source code and data they used to compute the results reported in their scientific papers. Since sharing materials reproducibly is challenging, several…

Digital Libraries · Computer Science 2020-07-15 Markus Konkol , Daniel Nüst , Laura Goulier

The peer merit review of research proposals has been the major mechanism to decide grant awards. Nowadays, research proposals have become increasingly interdisciplinary. It has been a longstanding challenge to assign proposals to…

Computation and Language · Computer Science 2022-03-22 Meng Xiao , Ziyue Qiao , Yanjie Fu , Hao Dong , Yi Du , Pengyang Wang , Dong Li , Yuanchun Zhou

Challenges can be seen as a type of game that motivates participants to solve serious tasks. As a result, competition organizers must develop effective game rules. However, these rules have multiple objectives beyond making the game…

Other Computer Science · Computer Science 2024-01-26 Hugo Jair Escalante Balderas , Isabelle Guyon , Addison Howard , Walter Reade , Sebastien Treguer

Relay Mining presents a scalable solution employing probabilistic mechanisms, crypto-economic incentives, and new cryptographic primitives to estimate and prove the volume of Remote Procedure Calls (RPCs) made from a client to a server.…

Distributed, Parallel, and Cluster Computing · Computer Science 2024-04-30 Daniel Olshansky , Ramiro Rodríguez Colmeiro

Online portals include an increasing amount of user feedback in form of ratings and reviews. Recent research highlighted the importance of this feedback and confirmed that positive feedback improves product sales figures and thus its…

Computers and Society · Computer Science 2018-03-06 Daniel Martens , Walid Maalej

Peer code review locates common coding rule violations and simple logical errors in the early phases of software development, and thus reduces overall cost. However, in GitHub, identifying an appropriate code reviewer for a pull request is…

Software Engineering · Computer Science 2018-07-10 Mohammad Masudur Rahman , Chanchal K. Roy , Jason A. Collins

Competitive grant funding is associated with high costs and a potential bias to favor conservative research. This comment proposes integrating editorial preregistration, in the form of registered reports, into grant peer review processes as…

Digital Libraries · Computer Science 2025-11-04 Lutz Bornmann , Gerald Schweiger

AI research pipelines can now generate academic work that may satisfy existing peer review standards for quality, novelty, and methodological rigor. However, the publication system was built around the assumption that research is produced…

Artificial Intelligence · Computer Science 2026-05-13 Yang Lu , Rabimba Karanjai , Lei Xu , Weidong Shi

An important goal for programmers is to minimize cost of identifying and correcting defects in source code. Code review is commonly used for identifying programming defects. However, manual code review has some shortcomings: a) it is time…

Software Engineering · Computer Science 2018-09-13 Balwinder Sodhi , Shipra Sharma

Peer review is an essential process to determine the quality of papers submitted to scientific conferences or journals. However, it is subjective and prone to biases. Several studies have been conducted to apply techniques from NLP to…

Artificial Intelligence · Computer Science 2025-02-19 Purin Sukpanichnant , Anna Rapberger , Francesca Toni

Systematic reviews, which entail the extraction of data from large numbers of scientific documents, are an ideal avenue for the application of machine learning. They are vital to many fields of science and philanthropy, but are very…

Computation and Language · Computer Science 2020-10-12 Seraphina Goldfarb-Tarrant , Alexander Robertson , Jasmina Lazic , Theodora Tsouloufi , Louise Donnison , Karen Smyth

We propose DIPS Difficulty-based Incentives for Problem Solving), a simple modification of the Bitcoin proof-of-work algorithm that rewards blockchain miners for solving optimization problems of scientific interest. The result is a…

Distributed, Parallel, and Cluster Computing · Computer Science 2022-06-03 Pericles Philippopoulos , Alessandro Ricottone , Carlos G. Oliver
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