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As artificial intelligence (AI) tools become increasingly embedded in software development workflows, questions persist about their true impact on developer productivity and experience. This paper presents findings from a mixed-methods…

Human-Computer Interaction · Computer Science 2025-08-04 Brian Houck , Travis Lowdermilk , Cody Beyer , Steven Clarke , Ben Hanrahan

Human-Machine Teaming (HMT) is revolutionizing collaboration across domains such as defense, healthcare, and autonomous systems by integrating AI-driven decision-making, trust calibration, and adaptive teaming. This survey presents a…

The complexity and diversity of big data and AI workloads make understanding them difficult and challenging. This paper proposes a new approach to modelling and characterizing big data and AI workloads. We consider each big data and AI…

Distributed, Parallel, and Cluster Computing · Computer Science 2018-08-28 Wanling Gao , Jianfeng Zhan , Lei Wang , Chunjie Luo , Daoyi Zheng , Fei Tang , Biwei Xie , Chen Zheng , Xu Wen , Xiwen He , Hainan Ye , Rui Ren

Programming for today's quantum computers is making significant strides toward modern workflows compatible with high performance computing (HPC), but fundamental challenges still remain in the integration of these vastly different…

The landscape of workflow systems for scientific applications is notoriously convoluted with hundreds of seemingly equivalent workflow systems, many isolated research claims, and a steep learning curve. To address some of these challenges…

In the intelligent era, the interaction between humans and intelligent systems fundamentally involves collaboration with autonomous intelligent agents. Human-AI Collaboration (HAC) represents a novel type of human-machine relationship…

Human-Computer Interaction · Computer Science 2025-05-29 Qi Gao , Wei Xu , Hanxi Pan , Mowei Shen , Zaifeng Gao

In the rapidly evolving landscape of software engineering, the integration of Artificial Intelligence (AI) into the Software Development Life-Cycle (SDLC) heralds a transformative era for developers. Recently, we have assisted to a pivotal…

Software Engineering · Computer Science 2024-09-30 Ketai Qiu , Niccolò Puccinelli , Matteo Ciniselli , Luca Di Grazia

With the increasing prevalence of artificial intelligence (AI) in diverse science/engineering communities, AI models emerge on an unprecedented scale among various domains. However, given the complexity and diversity of the software and…

Distributed, Parallel, and Cluster Computing · Computer Science 2022-12-14 Sixing Yu , Murali Emani , Chunhua Liao , Pei-Hung Lin , Tristan Vanderbruggen , Xipeng Shen , Ali Jannesari

The evolution of floating-point computation has been shaped by algorithmic advancements, architectural innovations, and the increasing computational demands of modern technologies, such as artificial intelligence (AI) and high-performance…

Numerical Analysis · Mathematics 2024-12-23 Jack Dongarra , John Gunnels , Harun Bayraktar , Azzam Haidar , Dan Ernst

Along with the development of modern computing technology and social sciences, both theoretical research and practical applications of social computing have been continuously extended. In particular with the boom of artificial intelligence…

Artificial Intelligence · Computer Science 2022-02-28 Wenxi Wang , Huansheng Ning , Feifei Shi , Sahraoui Dhelim , Weishan Zhang , Liming Chen

In this chapter, we reflect on the use of Artificial Intelligence (AI) and its acceptance in clinical environments. We develop a general view of hindrances for clinical acceptance in the form of a pipeline model combining AI and clinical…

Computers and Society · Computer Science 2021-03-02 Jens Schneider , Marco Agus

The remarkable progress in Artificial Intelligence (AI) is foundation-ally linked to a concurrent revolution in computer architecture. As AI models, particularly Deep Neural Networks (DNNs), have grown in complexity, their massive…

Hardware Architecture · Computer Science 2025-11-14 Shahid Amin , Syed Pervez Hussnain Shah

AI is becoming increasingly integrated into everyday life, both in professional work environments and in leisure and entertainment contexts. This integration requires AI to move beyond acting as an assistant for informational or…

Human-Computer Interaction · Computer Science 2026-02-26 Christian Poelitz , Finale Doshi-Velez , Siân Lindley

TensorFlow is a popular emerging open-source programming framework supporting the execution of distributed applications on heterogeneous hardware. While TensorFlow has been initially designed for developing Machine Learning (ML)…

Distributed, Parallel, and Cluster Computing · Computer Science 2020-03-03 Steven W. D. Chien , Stefano Markidis , Vyacheslav Olshevsky , Yaroslav Bulatov , Erwin Laure , Jeffrey S. Vetter

AI technologies, including deep learning, large-language models have gone from one breakthrough to the other. As a result, we are witnessing growing excitement in robotics at the prospect of leveraging the potential of AI to tackle some of…

Artificial intelligence (AI) and human-machine interaction (HMI) are two keywords that usually do not fit embedded applications. Within the steps needed before applying AI to solve a specific task, HMI is usually missing during the AI…

Human-Computer Interaction · Computer Science 2023-04-25 Julius Schöning , Clemens Westerkamp

A key hurdle is demonstrating compute resource capability with limited benchmarks. We propose workflow templates as a solution, offering adaptable designs for specific scientific applications. Our paper identifies common usage patterns for…

Distributed, Parallel, and Cluster Computing · Computer Science 2025-07-31 Gregor von Laszewski , Wesley Brewer , Sean R. Wilkinson , Andrew Shao , J. P. Fleischer , Harshad Pitkar , Christine R. Kirkpatrick , Geoffrey C. Fox

With the rapid development of artificial intelligence (AI), it is foreseeable that the accuracy and efficiency of dynamic analysis for future power system will be greatly improved by the integration of dynamic simulators and AI. To explore…

Systems and Control · Electrical Eng. & Systems 2022-07-21 Tannan Xiao , Ying Chen , Jianquan Wang , Shaowei Huang , Weilin Tong , Tirui He

The ever-growing processing power of supercomputers in recent decades enables us to explore increasing complex scientific problems. Effective scheduling these jobs is crucial for individual job performance and system efficiency. The…

Distributed, Parallel, and Cluster Computing · Computer Science 2021-09-21 Yuping Fan

While games have been used extensively as milestones to evaluate game-playing AI, there exists no standardised framework for reporting the obtained observations. As a result, it remains difficult to draw general conclusions about the…

Artificial Intelligence · Computer Science 2020-07-07 Vanessa Volz , Boris Naujoks
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