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In this paper, we propose a novel framework for a scholarly journal, a token-curated registry (TCR). This model originates in the field of blockchain and cryptoeconomics and is essentially a decentralized system where tokens (digital…

Social and Information Networks · Computer Science 2020-05-26 Artyom Kosmarski , Nikolay Gordiychuk

The rapid growth of AI conferences is straining an already fragile peer-review system, leading to heavy reviewer workloads, expertise mismatches, inconsistent evaluation standards, superficial or templated reviews, and limited…

Computer Vision and Pattern Recognition · Computer Science 2026-02-10 Jing Yang , Qiyao Wei , Jiaxin Pei

The rapid expansion of AI research has intensified the Reviewer Gap, threatening the peer-review sustainability and perpetuating a cycle of low-quality evaluations. This position paper critiques existing LLM approaches that automatically…

Artificial Intelligence · Computer Science 2026-01-15 JungMin Yun , JuneHyoung Kwon , MiHyeon Kim , YoungBin Kim

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

Peer review shapes which scientific claims enter the published record, but its internal dynamics are hard to measure at scale because reviewer criticism and author revision are usually embedded in long, unstructured correspondence. Here we…

Digital Libraries · Computer Science 2026-04-16 Huihuang Jiang , Heyang Li , Zifan Wang , Ying Fan , An Zeng

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

This paper describes a collaboration between a mathematician and a compositionist who developed a sequence of collaborative writing assignments for calculus. This sequence of developmentally-appropriate assignments presents peer review as a…

History and Overview · Mathematics 2014-05-30 Carrie Diaz Eaton , Stephanie Wade

Scholarly communication is today immersed in publish or perish culture that propels noncooperative behaviour in the sense of strategic games played by researchers. Here we introduce and describe a blockchain based platform for decentralized…

Distributed, Parallel, and Cluster Computing · Computer Science 2018-10-25 Emilija Stojmenova Duh , Andrej Duh , Uroš Droftina , Tim Kos , Urban Duh , Tanja Simonič Korošak , Dean Korošak

Double-blind peer review is considered a pillar of academic research because it is perceived to ensure a fair, unbiased, and fact-centered scientific discussion. Yet, experienced researchers can often correctly guess from which research…

Computation and Language · Computer Science 2023-07-04 Leonard Bauersfeld , Angel Romero , Manasi Muglikar , Davide Scaramuzza

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

The high incidence of irreproducible research has led to urgent appeals for transparency and equitable practices in open science. For the scientific disciplines that rely on computationally intensive analyses of large data sets, a granular…

We propose an academic publishing system where research papers are stored in a network of data centres owned by university libraries and research institutions, and are interfaced with the academic community through a website. In our system,…

Peer review is the method employed by the scientific community for evaluating research advancements. In the field of cybersecurity, the practice of double-blind peer review is the de-facto standard. This paper touches on the holy grail of…

Cryptography and Security · Computer Science 2023-09-12 Liang Niu , Nian Xue , Christina Pöpper

Recent advancements in artificial intelligence (AI) systems, including large language models like ChatGPT, offer promise and peril for scholarly peer review. On the one hand, AI can enhance efficiency by addressing issues like long…

Computers and Society · Computer Science 2023-09-25 Laurie A. Schintler , Connie L. McNeely , James Witte

The paper describes a potential platform to facilitate academic peer review with emphasis on early-stage research. This platform aims to make peer review more accurate and timely by rewarding reviewers on the basis of peer prediction…

Digital Libraries · Computer Science 2023-03-30 Alexander Ugarov

This study investigates the use of generative AI to support formative assessment through machine generated reviews of peer reviews in graduate online courses in a public university in the United States. Drawing on Systemic Functional…

Artificial Intelligence · Computer Science 2025-09-19 Gabriela C. Zapata , Bill Cope , Mary Kalantzis , Duane Searsmith

Peer review is a widely accepted mechanism for research evaluation, playing a pivotal role in academic publishing. However, criticisms have long been leveled at this mechanism, mostly because of its poor efficiency and low reproducibility.…

Artificial Intelligence · Computer Science 2023-07-18 Jialiang Lin , Jiaxin Song , Zhangping Zhou , Yidong Chen , Xiaodong Shi

As the volume of scientific submissions continues to grow rapidly, traditional peer review systems are facing unprecedented scalability pressures, highlighting the urgent need for automated reviewing methods that are both scalable and…

Computation and Language · Computer Science 2026-02-03 Yinuo Zhang , Dingcheng Huang , Haifeng Suo , Yizhuo Li , Ziya Zhao , Junhao Xu , Zhiying Tu , Dianhui Chu , Deming Zhai , Xianming Liu , Xiaoyan Yu , Dianbo Sui

In the past decade, open science and science of science communities have initiated innovative efforts to address concerns about the reproducibility and replicability of published scientific research. In some respects, these efforts have…

Human-Computer Interaction · Computer Science 2024-02-15 Tatiana Chakravorti , Sai Dileep Koneru , Sarah Rajtmajer

Reproducibility in research remains hindered by complex systems involving data, models, tools, and algorithms. Studies highlight a reproducibility crisis due to a lack of standardized reporting, code and data sharing, and rigorous…

Software Engineering · Computer Science 2024-11-05 Venkat S. Malladi , Maria Yazykova , Olesya Melnichenko , Yulia Dubinina