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Consumer electronics used to follow the miniaturization trend described by Moore's Law. Despite increased processing power in Microcontroller Units (MCUs), MCUs used in the smallest appliances are still not capable of running even…

机器学习 · 计算机科学 2024-10-08 Grzegorz Stefański , Paweł Daniluk , Artur Szumaczuk , Jakub Tkaczuk

For decades, advances in electronics were directly driven by the scaling of CMOS transistors according to Moore's law. However, both the CMOS scaling and the classical computer architecture are approaching fundamental and practical limits,…

新兴技术 · 计算机科学 2017-07-21 Mohammed A. Zidan , YeonJoo Jeong , Jong Hong Shin , Chao Du , Zhengya Zhang , Wei D. Lu

Artificial Intelligence (AI) has become a disruptive technology, promising to grant a significant economic and strategic advantage to nations that harness its power. China, with its recent push towards AI adoption, is challenging the U.S.'s…

计算机与社会 · 计算机科学 2024-11-14 Bedoor AlShebli , Shahan Ali Memon , James A. Evans , Talal Rahwan

This paper provides the first systematic economic analysis of token pricing in the large language model (LLM) inference market. Assembling a novel dataset integrating OpenRouter API data (318 models), Epoch AI records (3,237 models), and 62…

计算工程、金融与科学 · 计算机科学 2026-03-31 Mingdeng Du

Software engineering capabilities are increasingly important to the success of economic and political blocs. This paper analyzes quantity and quality of software engineering research output originating from the US, Europe, and China over…

软件工程 · 计算机科学 2023-03-15 Lorenz Graf-Vlachy

We see a trend where computing becomes a metered utility similar to how the electric grid evolved. Initially electricity was generated locally but economies of scale (and standardization) made it more efficient and economical to have…

计算机与社会 · 计算机科学 2019-06-26 Aleksander Slominski , Vinod Muthusamy , Vatche Ishakian

Energy and power consumption are major limitations to continued scaling of computing systems. Inexactness, where the quality of the solution can be traded for energy savings, has been proposed as an approach to overcoming those limitations.…

其他计算机科学 · 计算机科学 2016-10-13 Sven Leyffer , Stefan M. Wild , Mike Fagan , Marc Snir , Krishna Palem , Kazutomo Yoshii , Hal Finkel

Compute, data, and algorithmic advances are the three fundamental factors that guide the progress of modern Machine Learning (ML). In this paper we study trends in the most readily quantified factor - compute. We show that before 2010…

机器学习 · 计算机科学 2023-11-21 Jaime Sevilla , Lennart Heim , Anson Ho , Tamay Besiroglu , Marius Hobbhahn , Pablo Villalobos

Through the 1990s to 2012 the internet changed the world of computing drastically. It started its journey with parallel computing after it advanced to distributed computing and further to grid computing. And in present scenario it creates a…

分布式、并行与集群计算 · 计算机科学 2013-08-09 Gaurav Mittal , Dr. Nishtha Kesswani , Kuldeep Goswami

The rapid growth of AI, data-intensive science, and digital twin technologies has driven an unprecedented demand for high-performance computing (HPC) across the research ecosystem. While national laboratories and industrial hyperscalers…

分布式、并行与集群计算 · 计算机科学 2025-06-25 Peng Shu , Junhao Chen , Zhengliang Liu , Huaqin Zhao , Xinliang Li , Tianming Liu

Computer science (CS) education needs to evolve to support software and artificial intelligence (AI) systems engineering, and it needs to happen now -- precisely because the core intellectual contributions of CS have never been more…

软件工程 · 计算机科学 2026-05-01 Chandra N. Sekharan , George K. Thiruvathukal

Based on the Science Citation IndexExpanded webversion, the USA is still by far the strongest nation in terms of scientific performance. Its relative decline in percentage share of publications is largely due to the emergence of China and…

物理与社会 · 物理学 2009-11-06 Loet Leydesdorff , Caroline Wagner

This chapter examines the impact of the geopolitical rivalry between the United States and China on the prospects for inclusive innovation in artificial intelligence (AI) development. We explore three critical aspects of the American and…

计算机与社会 · 计算机科学 2026-04-10 Jyh-An Lee , Jingwen Liu

Nanoscale semiconductor technology has been a key enabler of the computing revolution. It has done so via advances in new materials and manufacturing processes that resulted in the size of the basic building block of computing systems - the…

Global cities are defined, on the one hand, as the major command and control centres of the world economy and, on the other hand, as the most significant sites of the production of innovation. As command and control centres, they are home…

数字图书馆 · 计算机科学 2017-07-11 Gyorgy Csomos , Geza Toth

A key mission of computer science is to enable people realize their creative ideas as naturally and painlessly as possible. Software engineering is at the center of this mission -- software technologies enable reification of ideas into…

软件工程 · 计算机科学 2016-02-04 Mehrdad Afshari , Zhendong Su

Artificial intelligence has become a key arena of global technological competition and a central concern for Europe's quest for technological sovereignty. This paper analyzes global AI patenting from 2010 to 2023 to assess Europe's position…

综合经济学 · 经济学 2025-12-23 Lapo Santarlasci , Armando Rungi , Loredana Fattorini , Nestor Maslej

Increasingly, modern Artificial Intelligence (AI) research has become more computationally intensive. However, a growing concern is that due to unequal access to computing power, only certain firms and elite universities have advantages in…

计算机与社会 · 计算机科学 2020-10-30 Nur Ahmed , Muntasir Wahed

As an important goal of high-performance computing, the concept of performance portability has been around for many years. As the failure of Moore's Law, it is no longer feasible to improve computer performance by simply increasing the…

硬件体系结构 · 计算机科学 2023-08-29 Weifeng Liu , Linping Wu , Xiaowen Xu , Yuren Wang