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The next generation of satellite constellations is designed to better address the future needs of our connected society: highly-variable data demand, mobile connectivity, and reaching more under-served regions. Artificial Intelligence (AI)…

Artificial Intelligence · Computer Science 2021-12-14 Juan Jose Garau-Luis , Skylar Eiskowitz , Nils Pachler , Edward Crawley , Bruce Cameron

Although many AI applications of interest require specialized multi-modal models, relevant data to train such models is inherently scarce or inaccessible. Filling these gaps with human annotators is prohibitively expensive, error-prone, and…

Artificial Intelligence · Computer Science 2026-04-01 Tim R. Davidson , Benoit Seguin , Enrico Bacis , Cesar Ilharco , Hamza Harkous

The rapid integration of Artificial Intelligence (AI) into organizational technology frameworks has transformed how organizations engage with AI-driven models, influencing both operational performance and strategic innovation. With the…

Software Engineering · Computer Science 2025-10-22 Johannes Schneider , Rene Abraham

We study how generative artificial intelligence (AI) transforms the work of financial analysts. Using the 2023 launch of FactSet's AI platform as a natural experiment, we find that adoption produces markedly richer and more comprehensive…

Statistical Finance · Quantitative Finance 2025-12-24 Jian Xue , Qian Zhang , Wu Zhu

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…

Quantum computers can solve specific problems that are not feasible on "classical" hardware. Harvesting the speed-up provided by quantum computers therefore has the potential to change any industry which uses computation, including finance.…

Foundation models have demonstrated remarkable generalization, data efficiency, and robustness properties across various domains. In this paper, we explore the feasibility of foundation models for applications in the control domain. The…

Machine Learning · Computer Science 2024-12-18 Martin Ziegler , Andres Felipe Posada-Moreno , Friedrich Solowjow , Sebastian Trimpe

Generative Artificial Intelligence (GAI) has made outstanding strides in recent years, with a good-sized impact on software product management. Drawing on pertinent articles from 2016 to 2023, this systematic literature evaluation reveals…

Software Engineering · Computer Science 2023-06-08 Nishant A. Parikh

Machine Learning (ML) is driving a revolution in the way scientists design, develop, and deploy data-intensive software. However, the adoption of ML presents new challenges for the computing infrastructure, particularly in terms of…

Distributed, Parallel, and Cluster Computing · Computer Science 2025-06-19 Lucio Anderlini , Matteo Barbetti , Giulio Bianchini , Diego Ciangottini , Stefano Dal Pra , Diego Michelotto , Carmelo Pellegrino , Rosa Petrini , Alessandro Pascolini , Daniele Spiga

Foundation model, which is pre-trained on broad data and is able to adapt to a wide range of tasks, is advancing healthcare. It promotes the development of healthcare artificial intelligence (AI) models, breaking the contradiction between…

Computers and Society · Computer Science 2024-04-05 Yuting He , Fuxiang Huang , Xinrui Jiang , Yuxiang Nie , Minghao Wang , Jiguang Wang , Hao Chen

The adoption of artificial intelligence (AI) offers transformative potential for small and medium-sized enterprises (SMEs), particularly in enhancing financial decision-making processes. However, SMEs often face significant barriers to…

Artificial Intelligence · Computer Science 2025-12-05 Manh Chien Vu , Thang Le Dinh , Manh Chien Vu , Tran Duc Le , Thi Lien Huong Nguyen

The recent explosion of "foundation" generative AI models has been built upon the extensive extraction of value from online sources, often without corresponding reciprocation. This pattern mirrors and intensifies the extractive practices of…

Computers and Society · Computer Science 2025-02-13 Philip Feldman , James R. Foulds , Shimei Pan

Foundation models offer a new opportunity to redesign existing systems and workflows with a new AI first perspective. However, operationalizing this opportunity faces several challenges and tradeoffs. The goal of this article is to offer an…

Computers and Society · Computer Science 2024-01-26 Peyman Faratin , Ray Garcia , Jacomo Corbo

The integration of Foundation Models (FMs) with Federated Learning (FL) presents a transformative paradigm in Artificial Intelligence (AI). This integration offers enhanced capabilities, while addressing concerns of privacy, data…

Machine Learning · Computer Science 2024-09-10 Chao Ren , Han Yu , Hongyi Peng , Xiaoli Tang , Bo Zhao , Liping Yi , Alysa Ziying Tan , Yulan Gao , Anran Li , Xiaoxiao Li , Zengxiang Li , Qiang Yang

Most state-of-the-art AI applications in atmospheric science are based on classic deep learning approaches. However, such approaches cannot automatically integrate multiple complicated procedures to construct an intelligent agent, since…

Machine Learning · Computer Science 2024-07-26 Lujia Zhang , Hanzhe Cui , Yurong Song , Chenyue Li , Binhang Yuan , Mengqian Lu

Financial trading is a crucial component of the markets, informed by a multimodal information landscape encompassing news, prices, and Kline charts, and encompasses diverse tasks such as quantitative trading and high-frequency trading with…

Trading and Market Microstructure · Quantitative Finance 2024-07-01 Wentao Zhang , Lingxuan Zhao , Haochong Xia , Shuo Sun , Jiaze Sun , Molei Qin , Xinyi Li , Yuqing Zhao , Yilei Zhao , Xinyu Cai , Longtao Zheng , Xinrun Wang , Bo An

Foundation models (FMs) are general-purpose artificial intelligence (AI) models that have recently enabled multiple brand-new generative AI applications. The rapid advances in FMs serve as an important contextual backdrop for the vision of…

Networking and Internet Architecture · Computer Science 2024-05-08 Zihan Chen , Howard H. Yang , Y. C. Tay , Kai Fong Ernest Chong , Tony Q. S. Quek

The rise of large language models (LLMs), such as ChatGPT, Gemini, and Grok, has reshaped the AI landscape. As prominent instances of foundational models (FMs), they exhibit remarkable capabilities in generating human-like content, pushing…

Artificial Intelligence · Computer Science 2026-05-19 Yu Qiao , Huy Q. Le , Avi Deb Raha , Phuong-Nam Tran , Apurba Adhikary , Mengchun Zhang , Loc X. Nguyen , Eui-Nam Huh , Dusit Niyato , Choong Seon Hong

Foundation models refer to artificial intelligence (AI) models that are trained on massive amounts of data and demonstrate broad generalizability across various tasks with high accuracy. These models offer versatile, one-for-many or…

Image and Video Processing · Electrical Eng. & Systems 2024-11-06 Rina Bao , Erfan Darzi , Sheng He , Chuan-Heng Hsiao , Mohammad Arafat Hussain , Jingpeng Li , Atle Bjornerud , Ellen Grant , Yangming Ou

Foundation models show great promise for generative tasks in many domains. Here we discuss the use of foundation models to generate structured documents related to critical assets. A Failure Mode and Effects Analysis (FMEA) captures the…

Computation and Language · Computer Science 2024-11-11 Karol Lynch , Fabio Lorenzi , John Sheehan , Duygu Kabakci-Zorlu , Bradley Eck