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Related papers: The IJCNN 2025 Review Process

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Neural Information Processing Systems (NIPS) is a top-tier annual conference in machine learning. The 2016 edition of the conference comprised more than 2,400 paper submissions, 3,000 reviewers, and 8,000 attendees. This represents a growth…

Digital Libraries · Computer Science 2018-04-25 Nihar B. Shah , Behzad Tabibian , Krikamol Muandet , Isabelle Guyon , Ulrike von Luxburg

Mainstream machine learning conferences have seen a dramatic increase in the number of participants, along with a growing range of perspectives, in recent years. Members of the machine learning community are likely to overhear allegations…

Machine Learning · Computer Science 2020-11-30 David Tran , Alex Valtchanov , Keshav Ganapathy , Raymond Feng , Eric Slud , Micah Goldblum , Tom Goldstein

Mainstream machine learning conferences have seen a dramatic increase in the number of participants, along with a growing range of perspectives, in recent years. Members of the machine learning community are likely to overhear allegations…

Machine Learning · Computer Science 2020-10-28 David Tran , Alex Valtchanov , Keshav Ganapathy , Raymond Feng , Eric Slud , Micah Goldblum , Tom Goldstein

We conducted an experiment during the review process of the 2023 International Conference on Machine Learning (ICML), asking authors with multiple submissions to rank their papers based on perceived quality. In total, we received 1,342…

This report summarizes the 6th International Verification of Neural Networks Competition (VNN-COMP 2025), held as a part of the 8th International Symposium on AI Verification (SAIV), that was collocated with the 37th International…

The explosive growth of AI research has driven paper submissions at flagship AI conferences to unprecedented levels, necessitating many venues in 2025 (e.g., CVPR, ICCV, KDD, AAAI, IJCAI, WSDM) to enforce strict per-author submission limits…

Data Structures and Algorithms · Computer Science 2025-06-26 Xiaoyu Li , Zhao Song , Jiahao Zhang

Peer-reviewed conferences, the main publication venues in CS, rely critically on matching highly qualified reviewers for each paper. Because of the growing scale of these conferences, the tight timelines on which they operate, and a recent…

Artificial Intelligence · Computer Science 2022-08-08 Kevin Leyton-Brown , Mausam , Yatin Nandwani , Hedayat Zarkoob , Chris Cameron , Neil Newman , Dinesh Raghu

Peer reviewing is a central component in the scientific publishing process. We present the first public dataset of scientific peer reviews available for research purposes (PeerRead v1) providing an opportunity to study this important…

Computation and Language · Computer Science 2018-04-26 Dongyeop Kang , Waleed Ammar , Bhavana Dalvi , Madeleine van Zuylen , Sebastian Kohlmeier , Eduard Hovy , Roy Schwartz

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

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

Conference peer review constitutes a human-computation process whose importance cannot be overstated: not only it identifies the best submissions for acceptance, but, ultimately, it impacts the future of the whole research area by promoting…

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

This paper is a discussion of the 2025 JASA discussion paper by Su et al. (2025). We would like to congratulate the authors on conducting a comprehensive and insightful empirical investigation of the 2023 ICML ranking data. The review…

Information Retrieval · Computer Science 2025-10-28 Weichen Wang , Chengchun Shi

Journals and conferences worry that peer reviews assisted by artificial intelligence (AI), in particular, large language models (LLMs), may negatively influence the validity and fairness of the peer-review system, a cornerstone of modern…

Computers and Society · Computer Science 2024-05-06 Giuseppe Russo Latona , Manoel Horta Ribeiro , Tim R. Davidson , Veniamin Veselovsky , Robert West

This report summarizes the 5th International Verification of Neural Networks Competition (VNN-COMP 2024), held as a part of the 7th International Symposium on AI Verification (SAIV), that was collocated with the 36th International…

Machine Learning · Computer Science 2024-12-31 Christopher Brix , Stanley Bak , Taylor T. Johnson , Haoze Wu

The growing availability of large language models (LLMs) has raised questions about their role in academic peer review. This study examines the temporal emergence of AI-generated content in peer reviews by applying a detection model trained…

Computation and Language · Computer Science 2026-03-24 Siyuan Shen , Kai Wang

We present the NeurIPS 2021 consistency experiment, a larger-scale variant of the 2014 NeurIPS experiment in which 10% of conference submissions were reviewed by two independent committees to quantify the randomness in the review process.…

Machine Learning · Computer Science 2023-06-07 Alina Beygelzimer , Yann N. Dauphin , Percy Liang , Jennifer Wortman Vaughan

Recent successes in the Machine Learning community have led to a steep increase in the number of papers submitted to conferences. This increase made more prominent some of the issues that affect the current review process used by these…

Machine Learning · Computer Science 2021-06-03 Alessio Russo

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

This paper presents a summary and meta-analysis of the first three iterations of the annual International Verification of Neural Networks Competition (VNN-COMP) held in 2020, 2021, and 2022. In the VNN-COMP, participants submit software…

Machine Learning · Computer Science 2025-09-09 Christopher Brix , Mark Niklas Müller , Stanley Bak , Taylor T. Johnson , Changliu Liu

Review rating prediction of text reviews is a rapidly growing technology with a wide range of applications in natural language processing. However, most existing methods either use hand-crafted features or learn features using deep learning…

Computation and Language · Computer Science 2020-11-03 Zhongfen Deng , Hao Peng , Congying Xia , Jianxin Li , Lifang He , Philip S. Yu
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