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The rapid growth of AI conference submissions has created an overwhelming reviewing burden. To alleviate this, recent venues such as ICLR 2026 introduced a reviewer nomination policy: each submission must nominate one of its authors as a…

Computer Science and Game Theory · Computer Science 2025-12-23 Zhao Song , Song Yue , Jiahao Zhang

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 paper we describe the implementation of a convolutional neural network (CNN) used to assess online review helpfulness. To our knowledge, this is the first use of this architecture to address this problem. We explore the impact of…

Computer Vision and Pattern Recognition · Computer Science 2018-08-29 Xianshan Qu , Xiaopeng Li , John R. Rose

The ICLR conference is unique among the top machine learning conferences in that all submitted papers are openly available. Here we present the ICLR dataset consisting of abstracts of all 24 thousand ICLR submissions from 2017-2024 with…

Computation and Language · Computer Science 2024-06-06 Rita González-Márquez , Dmitry Kobak

This paper presents a summary of the Masked Face Recognition Competitions (MFR) held within the 2021 International Joint Conference on Biometrics (IJCB 2021). The competition attracted a total of 10 participating teams with valid…

Everyday, a vast stream of research documents is submitted to conferences, anthologies, journals, newsletters, annual reports, daily papers, and various periodicals. Many such publications use independent external specialists to review…

Digital Libraries · Computer Science 2025-06-27 Tamim Al Mahmud , B M Mainul Hossain , Dilshad Ara

Peer review is a core element of the scientific process, particularly in conference-centered fields such as ML and NLP. However, only few studies have evaluated its properties empirically. Aiming to fill this gap, we present a corpus that…

Computation and Language · Computer Science 2019-03-29 Yang Gao , Steffen Eger , Ilia Kuznetsov , Iryna Gurevych , Yusuke Miyao

Modern machine learning and computer science conferences are experiencing a surge in the number of submissions that challenges the quality of peer review as the number of competent reviewers is growing at a much slower rate. To curb this…

Digital Libraries · Computer Science 2020-12-01 Ivan Stelmakh , Nihar B. Shah , Aarti Singh , Hal Daumé

The rapid growth of submissions to top-tier Artificial Intelligence (AI) and Machine Learning (ML) conferences has prompted many venues to transition from closed to open review platforms. Some have fully embraced open peer reviews, allowing…

Digital Libraries · Computer Science 2025-10-16 Jing Yang

The Women in Computer Vision Workshop (WiCV@CVPR 2025) was held in conjunction with the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR 2025) in Nashville, Tennessee, United States. This report presents an overview of…

Computer Vision and Pattern Recognition · Computer Science 2025-11-13 Estefania Talavera , Deblina Bhattacharjee , Himangi Mittal , Mengwei Ren , Karen Sanchez , Carla Muntean , JungEun Kim , Mona Jalal

Convolutional Neural Network (CNN) is one of the most significant networks in the deep learning field. Since CNN made impressive achievements in many areas, including but not limited to computer vision and natural language processing, it…

Computer Vision and Pattern Recognition · Computer Science 2020-04-07 Zewen Li , Wenjie Yang , Shouheng Peng , Fan Liu

Machine learning and artificial intelligence conferences such as NeurIPS and ICML now regularly receive tens of thousands of submissions, posing significant challenges to maintaining the quality and consistency of the peer review process.…

Machine Learning · Computer Science 2026-01-23 Garrett G. Wen , Buxin Su , Natalie Collina , Zhun Deng , Weijie Su

Scientific publications play a vital role in the career of a researcher. However, some articles become more popular than others among the research community and subsequently drive future research directions. One of the indicative signs of…

Digital Libraries · Computer Science 2021-04-13 Abdul Wahid , Rajesh Sharma , Chandra Sekhara Rao Annavarapu

Purpose: This study developed a comprehensive database of presentation abstracts from the Society for Social Work and Research (SSWR) Annual Conference and examined patterns in research methodology, authorship, collaboration, and…

Digital Libraries · Computer Science 2026-03-10 Brian Perron , Bryan Victor , Zia Qi

This paper presents the summary of the Efficient Face Recognition Competition (EFaR) held at the 2023 International Joint Conference on Biometrics (IJCB 2023). The competition received 17 submissions from 6 different teams. To drive further…

The present paper introduces a group activity involving writing summaries of conference proceedings by volunteer participants. The rapid increase in scientific papers is a heavy burden for researchers, especially non-native speakers, who…

Computer Vision and Pattern Recognition · Computer Science 2022-03-18 Shintaro Yamamoto , Hirokatsu Kataoka , Ryota Suzuki , Seitaro Shinagawa , Shigeo Morishima

How does the progressive embracement of Large Language Models (LLMs) affect scientific peer reviewing? This multifaceted question is fundamental to the effectiveness -- as well as to the integrity -- of the scientific process. Recent…

Machine Learning · Computer Science 2025-10-27 Luca Demetrio , Giovanni Apruzzese , Kathrin Grosse , Pavel Laskov , Emil Lupu , Vera Rimmer , Philine Widmer

This report summarizes the 4th International Verification of Neural Networks Competition (VNN-COMP 2023), held as a part of the 6th Workshop on Formal Methods for ML-Enabled Autonomous Systems (FoMLAS), that was collocated with the 35th…

Machine Learning · Computer Science 2023-12-29 Christopher Brix , Stanley Bak , Changliu Liu , Taylor T. Johnson

Many recent studies have probed status bias in the peer-review process of academic journals and conferences. In this article, we investigated the association between author metadata and area chairs' final decisions (Accept/Reject) using our…

Applications · Statistics 2022-11-30 Chang Chen , Jiayao Zhang , Dan Roth , Ting Ye , Bo Zhang

This report summarizes the second International Verification of Neural Networks Competition (VNN-COMP 2021), held as a part of the 4th Workshop on Formal Methods for ML-Enabled Autonomous Systems that was collocated with the 33rd…

Logic in Computer Science · Computer Science 2021-09-08 Stanley Bak , Changliu Liu , Taylor Johnson