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相关论文: A Review on Building Blocks of Decentralized Artif…

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Centralization enhances the efficiency of Artificial Intelligence (AI) but also introduces critical challenges, including single points of failure, inherent biases, data privacy risks, and scalability limitations. To address these issues,…

机器学习 · 计算机科学 2026-02-10 Elizabeth Lui , Rui Sun , Vatsal Shah , Xihan Xiong , Jiahao Sun , Davide Crapis , William Knottenbelt , Zhipeng Wang

Artificial Intelligence (AI) has the potential to significantly benefit or harm humanity. At present, a few for-profit companies largely control the development and use of this technology, and therefore determine its outcomes. In an effort…

计算机与社会 · 计算机科学 2022-11-14 Casey Clifton , Richard Blythman , Kartika Tulusan

The role of data in building AI systems has recently been significantly magnified by the emerging concept of data-centric AI (DCAI), which advocates a fundamental shift from model advancements to ensuring data quality and reliability.…

人工智能 · 计算机科学 2023-04-04 Daochen Zha , Zaid Pervaiz Bhat , Kwei-Herng Lai , Fan Yang , Xia Hu

Data is a crucial infrastructure to how artificial intelligence (AI) systems learn. However, these systems to date have been largely model-centric, putting a premium on the model at the expense of the data quality. Data quality issues beset…

机器学习 · 计算机科学 2024-03-13 Mohammad Hossein Jarrahi , Ali Memariani , Shion Guha

With the breakthroughs in Deep Learning, recent years have witnessed a massive surge in Artificial Intelligence applications and services. Meanwhile, the rapid advances in Mobile Computing and Internet of Things has also given rise to…

分布式、并行与集群计算 · 计算机科学 2022-10-25 Prabath Abeysekara , Hai Dong , A. K. Qin

The ultimate goal of artificial intelligence (AI) is to achieve Artificial General Intelligence (AGI). Embodied Artificial Intelligence (EAI), which involves intelligent systems with physical presence and real-time interaction with the…

人工智能 · 计算机科学 2025-05-13 Jinhao Jiang , Changlin Chen , Shile Feng , Wanru Geng , Zesheng Zhou , Ni Wang , Shuai Li , Feng-Qi Cui , Erbao Dong

The potential held by the gargantuan volumes of data being generated across networks worldwide has been truly unlocked by machine learning techniques and more recently Deep Learning. The advantages offered by the latter have seen it rapidly…

人工智能 · 计算机科学 2020-12-25 Ahnaf Hannan Lodhi , Barış Akgün , Öznur Özkasap

Artificial Intelligence (AI)'s pervasive presence and variety necessitate diversity and inclusivity (D&I) principles in its design for fairness, trust, and transparency. Yet, these considerations are often overlooked, leading to issues of…

人工智能 · 计算机科学 2023-07-21 Rifat Ara Shams , Didar Zowghi , Muneera Bano

Every major framework for governing artificial intelligence presupposes an identifiable entity -- a developer, deployer, or operator -- who can be held responsible and compelled to comply. Decentralized AI (DeAI) dissolves this…

计算机与社会 · 计算机科学 2026-05-26 Botao Amber Hu , Helena Rong

The remarkable achievements of Artificial Intelligence (AI) algorithms, particularly in Machine Learning (ML) and Deep Learning (DL), have fueled their extensive deployment across multiple sectors, including Software Engineering (SE).…

软件工程 · 计算机科学 2025-02-06 Sicong Cao , Xiaobing Sun , Ratnadira Widyasari , David Lo , Xiaoxue Wu , Lili Bo , Jiale Zhang , Bin Li , Wei Liu , Di Wu , Yixin Chen

Artificial Intelligence (AI) is making a profound impact in almost every domain. A vital enabler of its great success is the availability of abundant and high-quality data for building machine learning models. Recently, the role of data in…

机器学习 · 计算机科学 2023-06-13 Daochen Zha , Zaid Pervaiz Bhat , Kwei-Herng Lai , Fan Yang , Zhimeng Jiang , Shaochen Zhong , Xia Hu

For AI technology to fulfill its full promises, we must have effective means to ensure Responsible AI behavior and curtail potential irresponsible use, e.g., in areas of privacy protection, human autonomy, robustness, and prevention of…

计算机与社会 · 计算机科学 2022-05-13 Wenjing Chu

Artificial Intelligence (AI) is a transformative yet double-edged technology that can advance human welfare while also posing risks to humans and society. In response, the Human-Centered Artificial Intelligence (HCAI) approach has emerged…

人机交互 · 计算机科学 2026-02-20 Wei Xu

Due to the availability of huge amounts of data and processing abilities, current artificial intelligence (AI) systems are effective in solving complex tasks. However, despite the success of AI in different areas, the problem of designing…

人工智能 · 计算机科学 2020-10-15 Minh N. H. Nguyen , Shashi Raj Pandey , Kyi Thar , Nguyen H. Tran , Mingzhe Chen , Walid Saad , Choong Seon Hong

Decentralized Intelligence Network (DIN) is a theoretical framework designed to address challenges in AI development, particularly focusing on data fragmentation and siloing issues. It facilitates effective AI training within sovereign data…

密码学与安全 · 计算机科学 2024-09-05 Abraham Nash

Current artificial intelligence (AI) models often focus on enhancing performance through meticulous parameter tuning and optimization techniques. However, the fundamental design principles behind these models receive comparatively less…

人工智能 · 计算机科学 2024-08-28 Jing Ren , Feng Xia

This paper explores the important role of critical science, and in particular of post-colonial and decolonial theories, in understanding and shaping the ongoing advances in artificial intelligence. Artificial Intelligence (AI) is viewed as…

计算机与社会 · 计算机科学 2020-07-09 Shakir Mohamed , Marie-Therese Png , William Isaac

The convergence of blockchain and artificial intelligence (AI) has led to the emergence of AI-based tokens, which are cryptographic assets designed to power decentralized AI platforms and services. This paper provides a comprehensive review…

分布式、并行与集群计算 · 计算机科学 2025-08-12 Rischan Mafrur

The field of artificial intelligence (AI) is witnessing a recent upsurge in research, tools development, and deployment of applications. Multiple software companies are shifting their focus to developing intelligent systems; and many others…

软件工程 · 计算机科学 2021-08-04 Feras A. Batarseh , Rasika Mohod , Abhinav Kumar , Justin Bui

Over the past ten years, the application of artificial intelligence (AI) and machine learning (ML) in engineering domains has gained significant popularity, showcasing their potential in data-driven contexts. However, the complexity and…

人工智能 · 计算机科学 2025-08-08 Jay Lee , Hanqi Su , Dai-Yan Ji , Takanobu Minami
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