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相关论文: Towards Automating the AI Operations Lifecycle

200 篇论文

Technological progress paves the way to ever-increasing opportunities for automating city services. This spans from already existing concepts, such as automated shuttles at airports, to more speculative applications, such as fully…

人机交互 · 计算机科学 2024-03-11 Martin Tomitsch , Marius Hoggenmueller

The construction industry is presently going through a transformation led by adopting digital technologies that leverage Artificial Intelligence (AI). These industrial AI solutions assist in various phases of the construction process,…

人机交互 · 计算机科学 2025-11-21 Parul Khanna , Sameer Prabhu , Ramin Karim , Phillip Tretten

Evaluation is no longer a final checkpoint in the machine learning lifecycle. As AI systems evolve from static models to compound, tool-using agents, evaluation becomes a core control function. The question is no longer "How good is the…

计算与语言 · 计算机科学 2026-02-23 Ali El Filali , Inès Bedar

Artificial intelligence (AI) systems are deployed as collaborators in human decision-making. Yet, evaluation practices focus primarily on model accuracy rather than whether human-AI teams are prepared to collaborate safely and effectively.…

人机交互 · 计算机科学 2026-03-20 Min Hun Lee

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) is making a significant impact in multiple areas like medical, military, industrial, domestic, law, arts as AI is capable to perform several roles such as managing smart factories, driving autonomous vehicles,…

软件工程 · 计算机科学 2022-01-17 Zubair Khaliq , Sheikh Umar Farooq , Dawood Ashraf Khan

The use of Artificial Intelligence (AI) in high-risk, decision-making scenarios presents technical, safety, and normative challenges; problems that may only be ameliorated by human oversight. However, notions of human oversight lack a…

The threat hunting lifecycle is a complex atmosphere that requires special attention from professionals to maintain security. This paper is a collection of recent work that gives a holistic view of the threat hunting ecosystem, identifies…

计算机与社会 · 计算机科学 2022-04-26 Caroline Hillier , Talieh Karroubi

About 32% of a software practitioners' day involves seeking and using information to support task completion. Although the information needs of software practitioners have been studied extensively, the impact of AI-assisted tools on their…

软件工程 · 计算机科学 2025-04-28 Ebtesam Al Haque , Chris Brown , Thomas D. LaToza , Brittany Johnson

Background/Purpose: The use of artificial intelligence (AI) models for data-driven decision-making in different stages of employee lifecycle (EL) management is increasing. However, there is no comprehensive study that addresses…

Cyber threats continue to evolve in complexity, thereby traditional Cyber Threat Intelligence (CTI) methods struggle to keep pace. AI offers a potential solution, automating and enhancing various tasks, from data ingestion to resilience…

密码学与安全 · 计算机科学 2024-05-24 Lampis Alevizos , Martijn Dekker

AI integration is revolutionizing the landscape of HPC simulations, enhancing the importance, use, and performance of AI-driven HPC workflows. This paper surveys the diverse and rapidly evolving field of AI-driven HPC and provides a common…

分布式、并行与集群计算 · 计算机科学 2025-06-26 Wes Brewer , Ana Gainaru , Frédéric Suter , Feiyi Wang , Murali Emani , Shantenu Jha

Human-in-the-loop aims to train an accurate prediction model with minimum cost by integrating human knowledge and experience. Humans can provide training data for machine learning applications and directly accomplish tasks that are hard for…

机器学习 · 计算机科学 2022-05-20 Xingjiao Wu , Luwei Xiao , Yixuan Sun , Junhang Zhang , Tianlong Ma , Liang He

Humanity is progressing towards automated product development, a trend that promises faster creation of better products and thus the acceleration of technological progress. However, increasing reliance on non-human agents for this process…

计算机与社会 · 计算机科学 2025-06-03 Jan Göpfert , Jann M. Weinand , Patrick Kuckertz , Noah Pflugradt , Jochen Linßen

In this study, we explored the progression trajectories of artificial intelligence (AI) systems through the lens of complexity theory. We challenged the conventional linear and exponential projections of AI advancement toward Artificial…

Human-centered AI workflows involve stakeholders with multiple roles interacting with each other and automated agents to accomplish diverse tasks. In this paper, we call for a holistic view when designing support mechanisms, such as…

数据库 · 计算机科学 2023-01-11 Sajjadur Rahman , Hannah Kim , Dan Zhang , Estevam Hruschka , Eser Kandogan

In this paper we present an analysis of technological and psychological factors of applying artificial intelligence (AI) at the work place. We do so for a number of twelve application cases in the context of a project where AI is integrated…

Recent technological advances, especially in the field of machine learning, provide astonishing progress on the road towards artificial general intelligence. However, tasks in current real-world business applications cannot yet be solved by…

人工智能 · 计算机科学 2021-05-10 Dominik Dellermann , Adrian Calma , Nikolaus Lipusch , Thorsten Weber , Sascha Weigel , Philipp Ebel

The automation system for Course of Action (CoA) planning is an essential element in future warfare. As maneuver speeds increase, surveillance ranges extend, and weapon ranges grow, the operational area expands, making traditional…

人工智能 · 计算机科学 2026-04-24 Ji-il Park , Inwook Shim , Chong Hui Kim

Machine learning (ML) is becoming increasingly crucial in many fields of engineering but has not yet played out its full potential in bioprocess engineering. While experimentation has been accelerated by increasing levels of lab automation,…