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We present the problem of finding comparable researchers for any given researcher. This problem has many motivations. Firstly, know thyself. The answers of where we stand among research community and who we are most alike may not be easily…

Digital Libraries · Computer Science 2014-07-08 Graham Cormode , S. Muthukrishnan , Jinyun Yan

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

The sheer number of research outputs published every year makes systematic reviewing increasingly time- and resource-intensive. This paper explores the use of machine learning techniques to help navigate the systematic review process. ML…

Peer review is a cornerstone of scientific publishing, including at premier machine learning conferences such as ICLR. As submission volumes increase, understanding the nature and dynamics of the review process is crucial for improving its…

Computers and Society · Computer Science 2025-11-20 Amir Hossein Kargaran , Nafiseh Nikeghbal , Jing Yang , Nedjma Ousidhoum

Workflows are prevalent in today's computing infrastructures. The workflow model support various different domains, from machine learning to finance and from astronomy to chemistry. Different Quality-of-Service (QoS) requirements and other…

Distributed, Parallel, and Cluster Computing · Computer Science 2020-04-22 Laurens Versluis , Alexandru Iosup

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…

Information Retrieval · Computer Science 2022-11-09 Omer Anjum , Alok Kamatar , Toby Liang , Jinjun Xiong , Wen-mei Hwu

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

Scientific peer review is essential for the quality of academic publications. However, the increasing number of paper submissions to conferences has strained the reviewing process. This surge poses a burden on area chairs who have to…

Computation and Language · Computer Science 2024-06-12 Maxime Darrin , Ines Arous , Pablo Piantanida , Jackie CK Cheung

Testing is a key concern when developing process-oriented solutions as it supports modeling experts who have to deal with increasingly complex models and scenarios such as cross-organizational processes. However, the complexity of the…

Software Engineering · Computer Science 2015-09-15 Kristof Böhmer , Stefanie Rinderle-Ma

The academic peer review system is under increasing pressure due to a growing volume of submissions and a limited pool of available reviewers, resulting in delayed decisions and an uneven distribution of reviewing responsibilities. Building…

Software Engineering · Computer Science 2025-08-08 Chakkrit Tantithamthavorn , Nicole Novielli , Ayushi Rastogi , Olga Baysal , Bram Adams

In this article we wish to provide a common set of best practice approaches that should be considered for all effective research grant proposal reviews. The federal government performs a critical role in American competitiveness and…

Physics and Society · Physics 2015-11-25 Ilana Harrus

So far, the relationship between open science and software engineering expertise has largely focused on the open release of software engineering research insights and reproducible artifacts, in the form of open-access papers, open data, and…

Software Engineering · Computer Science 2024-09-17 Cynthia C. S. Liem , Andrew M. Demetriou

In the scientific digital libraries, some papers from different research communities can be described by community-dependent keywords even if they share a semantically similar topic. Articles that are not tagged with enough keyword…

Digital Libraries · Computer Science 2018-06-22 Hussein T. Al-Natsheh , Lucie Martinet , Fabrice Muhlenbach , Fabien Rico , Djamel A. Zighed

Conducting a systematic review (SR) is comprised of multiple tasks: (i) collect documents (studies) that are likely to be relevant from digital libraries (eg., PubMed), (ii) manually read and label the documents as relevant or irrelevant,…

Information Retrieval · Computer Science 2022-01-19 Grace E. Lee , Aixin Sun

Novelty evaluation is vital for the promotion and management of innovation. With the advancement of information techniques and the open data movement, some progress has been made in novelty measurements. Tracking and reviewing novelty…

Digital Libraries · Computer Science 2025-01-30 Yi Zhao , Chengzhi Zhang

Large Language Models (LLMs) are increasingly embedded in academic writing practices. Although numerous studies have explored how researchers employ these tools for scientific writing, their concrete implementation, limitations, and design…

Human-Computer Interaction · Computer Science 2025-12-15 Brenda Nogueira , Werner Geyer , Andrew Anderson , Toby Jia-Jun Li , Dongwhi Kim , Nuno Moniz , Nitesh V. Chawla

Peer review, the bedrock of scientific advancement in machine learning (ML), is strained by a crisis of scale. Exponential growth in manuscript submissions to premier ML venues such as NeurIPS, ICML, and ICLR is outpacing the finite…

Artificial Intelligence · Computer Science 2025-06-30 Qiyao Wei , Samuel Holt , Jing Yang , Markus Wulfmeier , Mihaela van der Schaar

The Open Access movement in scientific publishing and search engines like Google Scholar have made scientific articles more broadly accessible. During the last decade, the availability of scientific papers in full text has become more and…

Digital Libraries · Computer Science 2015-05-07 Iana Atanassova , Marc Bertin , Philipp Mayr

Scientists are increasingly overwhelmed by the volume of articles being published. Total articles indexed in Scopus and Web of Science have grown exponentially in recent years; in 2022 the article total was approximately ~47% higher than in…

Digital Libraries · Computer Science 2024-12-12 Mark A. Hanson , Pablo Gómez Barreiro , Paolo Crosetto , Dan Brockington