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Rapid advances in AI have incited extensive inquiry into its effects on productivity and labor, potentially profound in both positive and negative ways. Often neglected, however, is comprehension of how AI technologies diffuse across and…

综合经济学 · 经济学 2025-07-17 Rafael Andersson Lipcsey

The automotive and telco industries have taken an investment bet on the connected car market, pushing for the digital transformation of the sector by exploiting recent Information and Communication Technology (ICT) progress. As ICT…

网络与互联网体系结构 · 计算机科学 2018-03-20 Fabio Giust , Vincenzo Sciancalepore , Dario Sabella , Miltiades C. Filippou , Simone Mangiante , Walter Featherstone , Daniele Munaretto

We provide an overview of the software engineering efforts and their impact in QMCPACK, a production-level ab-initio Quantum Monte Carlo open-source code targeting high-performance computing (HPC) systems. Aspects included are: (i)…

At face value, this essay is about understanding a fairly esoteric governance tool called compute thresholds. However, in order to grapple with whether these thresholds will achieve anything, we must first understand how they came to be. To…

人工智能 · 计算机科学 2024-07-31 Sara Hooker

The U.S. Center for Quantum Technologies (CQT) is a multi-university consortium established under the National Science Foundation's (NSF) Industry-University Cooperative Research Centers (IUCRC) program. Led jointly by Purdue University,…

量子物理 · 物理学 2025-10-28 David Stewart , Gerardo Ortiz , Peter M. Kogge , Ricardo S. Decca , Tongcang Li

The single most important factor behind the data rate increases experienced by users of wireless networks over the past few decades has been densification, namely adding more base stations and access points and thus getting more spatial…

信息论 · 计算机科学 2016-05-31 Jeffrey G. Andrews , Xinchen Zhang , Gregory D. Durgin , Abhishek K. Gupta

At present, artificial intelligence in the form of machine learning is making impressive progress, especially the field of deep learning (DL) [1]. Deep learning algorithms have been inspired from the beginning by nature, specifically by the…

人工智能 · 计算机科学 2020-04-07 Gordana Dodig-Crnkovic

Memory-centric computing aims to enable computation capability in and near all places where data is generated and stored. As such, it can greatly reduce the large negative performance and energy impact of data access and data movement, by…

硬件体系结构 · 计算机科学 2023-09-15 Onur Mutlu

Machine learning is a computational process. To that end, it is inextricably tied to computational power - the tangible material of chips and semiconductors that the algorithms of machine intelligence operate on. Most obviously,…

人工智能 · 计算机科学 2018-03-28 Tim Hwang

This paper shows how data science can contribute to improving empirical research in economics by leveraging on large datasets and extracting information otherwise unsuitable for a traditional econometric approach. As a test-bed for our…

综合经济学 · 经济学 2019-11-05 Marco Guerzoni , Consuelo R. Nava , Massimiliano Nuccio

Inexact computing aims to compute good solutions that require considerably less resource -- typically energy -- compared to computing exact solutions. While inexactness is motivated by concerns derived from technology scaling and Moore's…

计算复杂性 · 计算机科学 2017-05-23 John Augustine , Krishna Palem , Parishkrati

The scalable computing revolution of the late '80s through mid- '00s forged a new technical and economic model for computing that delivered massive societal impact, but its economic benefit has driven scalability to sizes that are now…

系统与控制 · 电气工程与系统科学 2025-08-26 Steven P. Reinhardt

Concurrency, the art of doing many things at the same time is slowly becoming a science. It is very difficult to master, yet it arises all over modern computing systems, both when the communication medium is shared memory and when it is by…

分布式、并行与集群计算 · 计算机科学 2018-12-17 Sergio Rajsbaum , Michel Raynal

Decades of exponential scaling in high performance computing (HPC) efficiency is coming to an end. Transistor based logic in complementary metal-oxide semiconductor (CMOS) technology is approaching physical limits beyond which further…

机器学习 · 计算机科学 2024-02-01 Fiona Knoll , John T. Daly , Jess J. Meyer

Modern large-scale data centers are known for their engineering complexity, cooling, and oversubscription challenges. To mitigate these issues, this article proposes the implementation of community data centers that are closer to consumers…

网络与互联网体系结构 · 计算机科学 2025-07-08 Tianhao Zhang

The rapid proliferation of data centers in the US - driven partly by the adoption of artificial intelligence - has set off alarm bells about the industry's environmental impact. We compiled detailed information on 2,132 US data centers…

It is imperative for the Computer Science (CS) community to ensure active participation and success of students from diverse backgrounds. This work compares CS to other areas of study with respect to success of students from three…

计算机与社会 · 计算机科学 2023-11-28 John Mason Taylor , Rebecca Drucker , Chris Alvin , Syed Fahad Sultan

From climate science to drug discovery, scientific computing demands have surged dramatically in recent years -- driven by larger datasets, more sophisticated models, and higher simulation fidelity. This growth rate far outpaces transistor…

The unprecedented rapid growth of computing demand for AI is projected to increase global annual datacenter (DC) growth from 7.2% to 11.3%. We project the 5-year AI DC demand for several power grids and assess whether they will allow…

分布式、并行与集群计算 · 计算机科学 2024-05-01 Liuzixuan Lin , Rajini Wijayawardana , Varsha Rao , Hai Nguyen , Wedan Emmanuel Gnibga , Andrew A. Chien
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