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Although the computer science community successfully harnessed exponential increases in computer performance to drive societal and economic change, the exponential growth in publications is proving harder to accommodate. To gain a deeper…

数字图书馆 · 计算机科学 2019-09-06 Stephen M. Blackburn , Kathryn S. McKinley , Lexing Xie

This survey explores the transformative impact of foundation models (FMs) in artificial intelligence, focusing on their integration with federated learning (FL) for advancing biomedical research. Foundation models such as ChatGPT, LLaMa,…

机器学习 · 计算机科学 2024-05-14 Xingyu Li , Lu Peng , Yuping Wang , Weihua Zhang

Training advanced AI models requires large investments in computational resources, or compute. Yet, as hardware innovation reduces the price of compute and algorithmic advances make its use more efficient, the cost of training an AI model…

计算机与社会 · 计算机科学 2024-02-15 Konstantin Pilz , Lennart Heim , Nicholas Brown

Federal research funding shapes the direction, diversity, and impact of the US scientific enterprise. Large language models (LLMs) are rapidly diffusing into scientific practice, holding substantial promise while raising widespread…

数字图书馆 · 计算机科学 2026-04-28 Yifan Qian , Zhe Wen , Alexander C. Furnas , Yue Bai , Erzhuo Shao , Dashun Wang

Artificial intelligence is humanity's most promising technology because of the remarkable capabilities offered by foundation models. Yet, the same technology brings confusion and consternation: foundation models are poorly understood and…

人工智能 · 计算机科学 2025-07-01 Rishi Bommasani

Federated learning (FL) has recently become one of the hottest focuses in wireless edge networks with the ever-increasing computing capability of user equipment (UE). In FL, UEs train local machine learning models and transmit them to an…

网络与互联网体系结构 · 计算机科学 2022-04-11 Yi-Jing Liu , Shuang Qin , Yao Sun , Gang Feng

Generative artificial intelligence (AI) technologies like ChatGPT, have significantly impacted academic writing and publishing through their ability to generate content at levels comparable to or surpassing human writers. Through a review…

数字图书馆 · 计算机科学 2024-06-11 Brady Lund , Manika Lamba , Sang Hoo Oh

Artificial Intelligence (AI) is one of the most momentous technologies of our time. Thus, it is of major importance to know which stakeholders influence AI research. Besides researchers at universities and colleges, researchers in companies…

人工智能 · 计算机科学 2023-11-01 Michael Färber , Lazaros Tampakis

Foundation model development attracts a rapidly expanding body of contributors, scientists, and applications. To help shape responsible development practices, we introduce the Foundation Model Development Cheatsheet: a growing collection of…

Context: With artificial intelligence (AI) being well established within the daily lives of research communities, we turn our gaze toward formal methods (FM). FM aim to provide sound and verifiable reasoning about problems in computer…

计算机科学中的逻辑 · 计算机科学 2025-08-29 Sebastian Stock , Jannik Dunkelau , Atif Mashkoor

Bioinformatics has witnessed a paradigm shift with the increasing integration of artificial intelligence (AI), particularly through the adoption of foundation models (FMs). These AI techniques have rapidly advanced, addressing historical…

定量方法 · 定量生物学 2024-02-08 Qing Li , Zhihang Hu , Yixuan Wang , Lei Li , Yimin Fan , Irwin King , Le Song , Yu Li

The rapid adoption of generative AI tools is reshaping how scholars produce and communicate knowledge, raising questions about who benefits and who is left behind. We analyze over 230,000 Scopus-indexed computer science articles between…

计算机与社会 · 计算机科学 2025-09-11 Farhan Kamrul Khan , Hazem Ibrahim , Nouar Aldahoul , Talal Rahwan , Yasir Zaki

The impact of using artificial intelligence (AI) to guide patient care or operational processes is an interplay of the AI model's output, the decision-making protocol based on that output, and the capacity of the stakeholders involved to…

This paper presents multi- and interdisciplinary approaches for finding the appropriate AI technologies for research information. Professional research information management (RIM) is becoming increasingly important as an expressly…

数字图书馆 · 计算机科学 2024-05-24 Otmane Azeroual , Tibor Koltay

The world has recently witnessed an unprecedented acceleration in demands for Machine Learning and Artificial Intelligence applications. This spike in demand has imposed tremendous strain on the underlying technology stack in supply chain,…

新兴技术 · 计算机科学 2024-10-15 Paolo Faraboschi , Ellis Giles , Justin Hotard , Konstanty Owczarek , Andrew Wheeler

This paper explores how AI-powered tools could be leveraged to streamline the process of identifying, screening, and analyzing relevant literature in academic research. More specifically, we examine the documented relationship between…

计算机与社会 · 计算机科学 2025-07-15 Ebenezer Asem , Ruijie Fan , Gloria Y. Tian

Foundation models are at the forefront of AI research, appealing for their ability to learn from vast datasets and cater to diverse tasks. Yet, their significant computational demands raise issues of environmental impact and the risk of…

机器学习 · 计算机科学 2025-07-03 Leyang Xue , Meghana Madhyastha , Randal Burns , Myungjin Lee , Mahesh K. Marina

The potential of AI researchers in scientific discovery remains largely untapped. Over the past decade, AI for Science (AI4Science) publications in 145 Nature Index journals have increased fifteen-fold, yet they still account for less than…

计算机与社会 · 计算机科学 2025-09-24 Hengjie Yu , Shuya Liu , Haiyun Yang , Yuping Yan , Maozhen Qu , Yaochu Jin

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

High-performance computing (HPC) centers consume substantial power, incurring environmental and operational costs. This review assesses how artificial intelligence (AI), including machine learning (ML) and optimization, improves the…

分布式、并行与集群计算 · 计算机科学 2026-02-03 Pierrick Pochelu , Hyacinthe Cartiaux , Julien Schleich