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This paper is an opinion paper that looks at the future of computing in the age of Generative \& Agentic AI. Current software systems are static and inflexible, leading to significant challenges in translating human goals into computational…

Software Engineering · Computer Science 2024-08-06 Jules White

AI-based design tools are proliferating in professional software to assist engineering and industrial designers in complex manufacturing and design tasks. These tools take on more agentic roles than traditional computer-aided design tools…

Human-Computer Interaction · Computer Science 2023-03-02 Frederic Gmeiner , Humphrey Yang , Lining Yao , Kenneth Holstein , Nikolas Martelaro

Large Language Models (LLMs) have showcased remarkable capabilities surpassing conventional NLP challenges, creating opportunities for use in production use cases. Towards this goal, there is a notable shift to building compound AI systems,…

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

Layout design is ubiquitous in many applications, e.g. architecture/urban planning, etc, which involves a lengthy iterative design process. Recently, deep learning has been leveraged to automatically generate layouts via image generation,…

Computer Vision and Pattern Recognition · Computer Science 2022-06-09 Feixiang He , Yanlong Huang , He Wang

Artificial Intelligence (AI) is a fast-growing research and development (R&D) discipline which is attracting increasing attention because of its promises to bring vast benefits for consumers and businesses, with considerable benefits…

Artificial Intelligence · Computer Science 2022-05-10 Zhenghua Chen , Min Wu , Alvin Chan , Xiaoli Li , Yew-Soon Ong

The integration of AI into CAD systems transforms how engineers plan and develop infrastructure projects involving water and power transportation across industrial and remote landscapes. This paper discusses how AI-driven CAD systems…

Systems and Control · Electrical Eng. & Systems 2025-12-10 Sunggyu Park

Autonomous multi-agent AI systems are poised to transform various industries, particularly software development and knowledge work. Understanding current perceptions among professionals is crucial for anticipating adoption challenges,…

Computers and Society · Computer Science 2025-06-04 Nikola Balic

Deploying successful software-reliant systems that address their mission goals and user needs within cost, resource, and expected quality constraints require design trade-offs. These trade-offs dictate how systems are structured and how…

Other Computer Science · Computer Science 2019-11-11 Lena Pons , Ipek Ozkaya

The integration of generative artificial intelligence (GenAI) into transportation planning has the potential to revolutionize tasks such as demand forecasting, infrastructure design, policy evaluation, and traffic simulation. However, there…

Recent research in artificial intelligence and machine learning has largely emphasized general-purpose learning and ever-larger training sets and more and more compute. In contrast, I propose a hybrid, knowledge-driven, reasoning-based…

Artificial Intelligence · Computer Science 2020-02-20 Gary Marcus

This paper investigates a paradigm for offering artificial intelligence as a service (AI-aaS) on software-defined infrastructures (SDIs). The increasing complexity of networking and computing infrastructures is already driving the…

Machine Learning · Computer Science 2019-07-15 Saeedeh Parsaeefard , Iman Tabrizian , Alberto Leon-Garcia

Although AI has significant potential to transform society, there are serious concerns about its ability to behave and make decisions responsibly. Many ethical regulations, principles, and guidelines for responsible AI have been issued…

Artificial Intelligence · Computer Science 2022-09-21 Qinghua Lu , Liming Zhu , Xiwei Xu , Jon Whittle

Deep learning applications in shaping ad hoc planning proposals are limited by the difficulty in integrating professional knowledge about cities with artificial intelligence. We propose a novel, complementary use of deep neural networks and…

Computer Vision and Pattern Recognition · Computer Science 2020-10-12 Zhou Fang , Ying Jin , Tianren Yang

Organizations increasingly adopt AI technologies to accelerate their performance and capacity to adapt to market dynamics. This study examines how organizations implement AI in experimental methodologies such as growth hacking, lean…

Computers and Society · Computer Science 2026-03-24 Parisa Omidmand , Saeid Ataei

In research of manufacturing systems and autonomous robots, the term capability is used for a machine-interpretable specification of a system function. Approaches in this research area develop information models that capture all information…

Artificial Intelligence · Computer Science 2024-02-15 Aljosha Köcher , Luis Miguel Vieira da Silva , Alexander Fay

Many emerging Artificial Intelligence (AI) applications require on-demand provisioning of large-scale computing, which can only be enabled by leveraging distributed computing services interconnected through networking. To address such…

Networking and Internet Architecture · Computer Science 2024-07-09 Ruikun Wang , Jiawei Zhang , Qiaolun Zhang , Bojun Zhang , Zhiqun Gu , Aryanaz Attarpour , Yuefeng Ji , Massimo Tornatore

Generative AI (GenAI) models have become more capable than ever at augmenting productivity and cognition across diverse contexts. However, a fundamental challenge remains as users struggle to anticipate what AI will generate. As a result,…

Human-Computer Interaction · Computer Science 2025-04-17 Bryan Min , Haijun Xia

Microservices architecture is one of the new architectural styles that has improved in recent years. It has become a popular architectural style among system architects and developers. This popularity increased with the advent of new…

Software Engineering · Computer Science 2023-08-14 Mahyar Karimi , Ahmad Abdollahzadeh Barfroush

Generative Artificial Intelligence (GenAI) tools have become increasingly prevalent in software development, offering assistance to various managerial and technical project activities. Notable examples of these tools include OpenAIs…