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This report introduces the Grant Maturity Index (GMI), a novel evaluative framework designed to assess the maturity and operational effectiveness of Web3 grant programs. As Web3 continues to develop, the decentralized nature of these…

Computers and Society · Computer Science 2024-10-29 Ben Biedermann , Fahima Gibrel

Voting is a cornerstone of collective participatory decision-making in contexts ranging from political elections to decentralized autonomous organizations (DAOs). Despite the proliferation of internet voting protocols promising enhanced…

Cryptography and Security · Computer Science 2026-03-23 Stanisław Barański , Ben Biedermann , Joshua Ellul

This work proposes the Crypto-Agility Maturity Model (CAMM for short), a maturity model for determining the state of crypto-agility of a given software or IT landscape. CAMM consists of five levels, for each level a set of requirements have…

Cryptography and Security · Computer Science 2025-01-27 Julian Hohm , Andreas Heinemann , Alexander Wiesmaier

Large Language Models (LLMs) have achieved impressive performance in diverse natural language processing tasks, but specialized domains such as Web3 present new challenges and require more tailored evaluation. Despite the significant user…

Cryptography and Security · Computer Science 2025-11-05 Enhao Huang , Pengyu Sun , Zixin Lin , Alex Chen , Joey Ouyang , Haobo Wang , Kaichun Hu , James Yi , Frank Li , Zhiyu Zhang , Tianxiang Xu , Gang Zhao , Ziang Ling , Lowes Yang

With the rapid integration of Machine Learning (ML) in business applications and processes, it is crucial to ensure the quality, reliability and reproducibility of such systems. We suggest a methodical approach towards ML system quality…

Machine Learning · Computer Science 2025-02-26 Angelantonio Castelli , Georgios Christos Chouliaras , Dmitri Goldenberg

Researchers, government bodies, and organizations have been repeatedly calling for a shift in the responsible AI community from general principles to tangible and operationalizable practices in mitigating the potential sociotechnical harms…

Computers and Society · Computer Science 2024-02-14 Ravit Dotan , Borhane Blili-Hamelin , Ravi Madhavan , Jeanna Matthews , Joshua Scarpino

Decision-making is a complex process requiring diverse abilities, making it an excellent framework for evaluating Large Language Models (LLMs). Researchers have examined LLMs' decision-making through the lens of Game Theory. However,…

Artificial Intelligence · Computer Science 2025-03-07 Jen-tse Huang , Eric John Li , Man Ho Lam , Tian Liang , Wenxuan Wang , Youliang Yuan , Wenxiang Jiao , Xing Wang , Zhaopeng Tu , Michael R. Lyu

The rapid integration of blockchain, cryptocurrency, and Web3 technologies into digital banks and fintech operations has created an integrated environment blending traditional financial systems with decentralised elements. This paper…

Cryptography and Security · Computer Science 2025-07-21 Serhan W. Bahar

Federated learning (FL) enables collaborative model training over distributed private data. However, sustaining open participation requires incentive mechanisms that compensate contributors for their resources and risks. Enabled by Web3…

Distributed, Parallel, and Cluster Computing · Computer Science 2026-03-03 Peishen Yan , Shuang Liang , Yang Hua , Linshan Jiang , Kuai Yu , Yulin Sun , Yaozhi Zhang , Tao Song , Ningxin Hu , Xinran Liang , Bingsheng He , Haibing Guan

Recent proliferation of powerful AI systems has created a strong need for capabilities that help users to calibrate trust in those systems. As AI systems grow in scale, information required to evaluate their trustworthiness becomes less…

Human-Computer Interaction · Computer Science 2025-11-20 Scott T Steinmetz , Asmeret Naugle , Paul Schutte , Matt Sweitzer , Alex Washburne , Lisa Linville , Daniel Krofcheck , Michal Kucer , Samuel Myren

With the rapid advancement of large language models (LLMs), there is a pressing need for a comprehensive evaluation suite to assess their capabilities and limitations. Existing LLM leaderboards often reference scores reported in other…

Computation and Language · Computer Science 2024-04-03 Shen Zheng , Yuyu Zhang , Yijie Zhu , Chenguang Xi , Pengyang Gao , Xun Zhou , Kevin Chen-Chuan Chang

The decentralized architecture of Web3 technologies creates fundamental challenges for Anti-Money Laundering and Counter-Financing of Terrorism compliance. Traditional regulatory technology solutions designed for centralized financial…

Cryptography and Security · Computer Science 2026-01-01 Qian'ang Mao , Jiaxin Wang , Ya Liu , Li Zhu , Jiaman Chen , Jiaqi Yan

Web 3.0 represents the next generation of the Internet, which is widely recognized as a decentralized ecosystem that focuses on value expression and data ownership. By leveraging blockchain and artificial intelligence technologies, Web 3.0…

Artificial Intelligence · Computer Science 2025-10-07 Jinbo Wen , Jiawen Kang , Linfeng Zhang , Xiaoying Tang , Jianhang Tang , Yang Zhang , Zhaohui Yang , Dusit Niyato

Mobile applications (Apps) could expose children to inappropriate themes such as sexual content, violence, and drug use. Maturity rating offers a quick and effective method for potential users, particularly guardians, to assess the maturity…

Computers and Society · Computer Science 2024-07-10 Chuanbo Hu , Bin Liu , Minglei Yin , Yilu Zhou , Xin Li

Cybersecurity threats and vulnerabilities continue to grow in number and complexity, presenting an increasing challenge for organizations worldwide. Organizations use threat modelling and bug bounty programs to address these threats, which…

Cryptography and Security · Computer Science 2023-04-17 Serhan W. Bahar

Building a successful community means governing active populations and limited resources. This challenge often requires communities to design formal governance systems from scratch. But the characteristics of successful institutional…

Social and Information Networks · Computer Science 2022-02-04 Seth Frey , Qiankun Zhong , Beril Bulat , William D. Weisman , Caitlyn Liu , Stephen Fujimoto , Hannah M. Wang , Charles M. Schweik

This study introduces a benchmark framework for evaluating the financial decision-making capabilities of large language models (LLMs) through portfolio optimization problems with mathematically explicit solutions. Unlike existing financial…

Portfolio Management · Quantitative Finance 2026-05-28 Hanyong Cho , Jang Ho Kim

Web 3.0 is regarded as a revolutionary paradigm that enables users to securely manage data without a centralized authority. Blockchains, which enable data to be managed in a decentralized and transparent manner, are key technologies for…

Computer Science and Game Theory · Computer Science 2024-08-27 Jinbo Wen , Jiawen Kang , Zehui Xiong , Hongyang Du , Zhaohui Yang , Dusit Niyato , Meng Shen , Yutao Jiao , Yang Zhang

Large Language Models (LLMs) have enabled the emergence of autonomous agents capable of complex reasoning, planning, and interaction. However, coordinating such agents at scale remains a fundamental challenge, particularly in decentralized…

Multiagent Systems · Computer Science 2025-09-23 Minfeng Qi , Tianqing Zhu , Lefeng Zhang , Ningran Li , Wanlei Zhou

This paper provides an in-depth evaluation of three state-of-the-art Large Language Models (LLMs) for personalized career mentoring in the computing field, using three distinct student profiles that consider gender, race, and professional…

Computation and Language · Computer Science 2024-12-16 Xiao Luo , Sean O'Connell , Shamima Mithun
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