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Every AI benchmark operationalizes theoretical assumptions about the capability it claims to assess. When assumptions function as unexamined commitments, benchmarks stabilize the dominant paradigm by narrowing what counts as progress. Over…

Artificial Intelligence · Computer Science 2026-05-15 Theodore J Kalaitzidis

With a growing number of institutions involved in the global education market, it has become increasingly challenging to verify the authenticity of academic achievements such as CVs and diplomas. Blockchain is an enabling technology that…

Cryptography and Security · Computer Science 2022-04-28 Bakri Awaji , Ellis Solaiman

It is not easy to rationalize how peer review, as the current grassroots of science, can work based on voluntary contributions of reviewers. There is no rationale to write impartial and thorough evaluations. Consequently, there is no risk…

Physics and Society · Physics 2016-07-12 Simone Righi , Károly Takács

"Academia 2.0" is a proposal to organize scientific publishing around true peer-to-peer distributed dissemination channels and eliminate the traditional role of the academic publisher. This model will be first presented at the 2014 workshop…

Digital Libraries · Computer Science 2014-06-03 Raphael Poss , Sebastian Altmeyer , Mark Thompson , Rob Jelier

Recent studies have shown that the majority of published computational models in systems biology and physiology are not repeatable or reproducible. There are a variety of reasons for this. One of the most likely reasons is that given how…

Other Quantitative Biology · Quantitative Biology 2021-07-13 Herbert M. Sauro

Existing AI disclosure mandates in scholarship require that AI assistance be reported but leave transparency philosophically unspecified: they fix the duty without explaining what the duty serves. We argue that ethical inquiry is…

Computers and Society · Computer Science 2026-05-19 Michele Loi

Still to this day, academic credentials are primarily paper-based, and the process to verify the authenticity of such documents is costly, time-consuming, and prone to human error and fraud. Digitally signed documents facilitate a…

Cryptography and Security · Computer Science 2021-09-27 Rodrigo Q. Saramago , Leander Jehl , Hein Meling , Vero Estrada-Galiñanes

Scientific evaluation is a determinant of how scientists, institutions and funders behave, and as such is a key element in the making of science. In this article, we propose an alternative to the current norm of evaluating research with…

Digital Libraries · Computer Science 2017-01-30 Michaël Bon , Michael Taylor , Gary S. McDowell

Inspired by e-participation systems, in this paper we propose a new model to represent human debates and methods to obtain collective conclusions from them. This model overcomes drawbacks of existing approaches by allowing users to…

Artificial Intelligence · Computer Science 2020-07-15 Jordi Ganzer , Natalia Criado , Maite Lopez-Sanchez , Simon Parsons , Juan A. Rodriguez-Aguilar

The AI Control research agenda aims to develop control protocols: safety techniques that prevent untrusted AI systems from taking harmful actions during deployment. Because human oversight is expensive, one approach is trusted monitoring,…

Cryptography and Security · Computer Science 2026-02-12 Ashwin Sreevatsa , Sebastian Prasanna , Cody Rushing

The "reproducibility crisis" has been a highly visible source of scientific controversy and dispute. Here, I propose and review several avenues for identifying and prioritizing research studies for the purpose of targeted validation. Of the…

Computers and Society · Computer Science 2018-04-24 Gopal P. Sarma

Peer review in academic research aims not only to ensure factual correctness but also to identify work of high scientific potential that can shape future research directions. This task is especially critical in fast-moving fields such as…

Applications · Statistics 2025-11-26 Buxin Su , Natalie Collina , Garrett Wen , Didong Li , Kyunghyun Cho , Jianqing Fan , Bingxin Zhao , Weijie Su

The aim of this article is to introduce a reporting framework for reproducible, interactive research applied to Big Clinical Data, based on open source technologies. The framework is constituted by the following three axes: (i) data, (ii)…

Open Science, Reproducible Research, Findable, Accessible, Interoperable and Reusable (FAIR) data principles are long term goals for scientific dissemination. However, the implementation of these principles calls for a reinspection of our…

Digital Libraries · Computer Science 2021-03-11 Cristel Chandre , Jonathan Dubois

Review articles summarize state-of-the-art work and provide a means to organize the growing number of scholarly publications. However, the current review method and publication mechanisms hinder the impact review articles can potentially…

Digital Libraries · Computer Science 2021-07-09 Allard Oelen , Markus Stocker , Sören Auer

Peer review forms the backbone of modern scientific manuscript evaluation. But after two hundred and eighty-nine years of egalitarian service to the scientific community, does this protocol remain fit for purpose in 2020? In this work, we…

Artificial Intelligence · Computer Science 2020-04-01 Samuel Albanie , Jaime Thewmore , Robert McCraith , Joao F. Henriques

Electronic publishing opportunities, manifested today in a variety of electronic journals and Web-based compendia, have captured the imagination of many scholars. These opportunities have also destabilized norms about the character of…

Computers and Society · Computer Science 2007-05-23 Rob Kling , Geoffrey McKim

We propose ReviewerNet, an online, interactive visualization system aimed to improve the reviewer selection process in the academic domain. Given a paper submitted for publication, we assume that good candidate reviewers can be chosen among…

Digital Libraries · Computer Science 2019-03-20 Mario Salinas , Daniela Giorgi , Paolo Cignoni

In this paper, we reproduce the experimental results presented in our previous work titled "Making Users Indistinguishable: Attribute-wise Unlearning in Recommender Systems," which was published in the proceedings of the 31st ACM…

Information Retrieval · Computer Science 2025-04-01 Yuyuan Li , Junjie Fang , Chaochao Chen , Xiaolin Zheng , Yizhao Zhang , Zhongxuan Han

Grant recommendation systems remain one of the least explored areas within academic recommender systems, and existing proposals are typically tied to specific funding agencies or disciplinary domains. This paper presents an…