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The rapid evolution of Artificial Intelligence (AI) and Machine Learning (ML) has significantly transformed logistics and supply chain management, particularly in the pursuit of sustainability and eco-efficiency. This study explores…

The implementation of artificial intelligence (AI) in business applications holds considerable promise for significant improvements. The development of AI systems is becoming increasingly complex, thereby underscoring the growing importance…

Software Engineering · Computer Science 2026-02-11 Nicolas Weeger , Annika Stiehl , Jóakim vom Kistowski , Stefan Geißelsöder , Christian Uhl

The integration of Artificial Intelligence (AI) into automation systems has the potential to enhance efficiency and to address currently unsolved existing technical challenges. However, the industry-wide adoption of AI is hindered by the…

Systems and Control · Electrical Eng. & Systems 2024-07-04 Marvin Schieseck , Philip Topalis , Lasse Reinpold , Felix Gehlhoff , Alexander Fay

The stochastic nature of artificial intelligence (AI) models introduces risk to business applications that use AI models without careful consideration. This paper offers an approach to use AI techniques to gain insights on the usage of the…

Computers and Society · Computer Science 2019-06-26 Aleksander Slominski , Vinod Muthusamy , Vatche Ishakian

The rapid advancement of artificial intelligence (AI) technologies has led to an increasing deployment of AI models on edge and terminal devices, driven by the proliferation of the Internet of Things (IoT) and the need for real-time data…

Artificial Intelligence · Computer Science 2025-03-18 Xubin Wang , Zhiqing Tang , Jianxiong Guo , Tianhui Meng , Chenhao Wang , Tian Wang , Weijia Jia

Business processes underpin a large number of enterprise operations including processing loan applications, managing invoices, and insurance claims. There is a large opportunity for infusing AI to reduce cost or provide better customer…

Artificial Intelligence · Computer Science 2020-01-22 Steve T. K. Jan , Vatche Ishakian , Vinod Muthusamy

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

In reaction to growing concerns about the potential harms of artificial intelligence (AI), societies have begun to demand more transparency about how AI models and systems are created and used. To address these concerns, several efforts…

Computers and Society · Computer Science 2024-03-13 David Piorkowski , John Richards , Michael Hind

Applying Machine Learning (ML) to business applications for automation usually faces difficulties when integrating diverse ML dependencies and services, mainly because of the lack of a common ML framework. In most cases, the ML models are…

Artificial Intelligence · Computer Science 2018-10-17 Shuai Zhao , Manoop Talasila , Guy Jacobson , Cristian Borcea , Syed Anwar Aftab , John F Murray

Increasingly, scientific discovery requires sophisticated and scalable workflows. Workflows have become the ``new applications,'' wherein multi-scale computing campaigns comprise multiple and heterogeneous executable tasks. In particular,…

Distributed, Parallel, and Cluster Computing · Computer Science 2022-08-26 Shantenu Jha , Vincent R. Pascuzzi , Matteo Turilli

Companies dealing with Artificial Intelligence (AI) models in Autonomous Systems (AS) face several problems, such as users' lack of trust in adverse or unknown conditions, gaps between software engineering and AI model development, and…

Software Engineering · Computer Science 2021-04-26 Silverio Martínez-Fernández , Xavier Franch , Andreas Jedlitschka , Marc Oriol , Adam Trendowicz

To facilitate the widespread acceptance of AI systems guiding decision-making in real-world applications, it is key that solutions comprise trustworthy, integrated human-AI systems. Not only in safety-critical applications such as…

Artificial Intelligence · Computer Science 2020-01-16 Florian Buettner , John Piorkowski , Ian McCulloh , Ulli Waltinger

The expanding role of Artificial Intelligence (AI) in diverse engineering domains highlights the challenges associated with deploying AI models in new operational environments, involving substantial investments in data collection and model…

Computer Vision and Pattern Recognition · Computer Science 2024-03-22 Daryl Mupupuni , Anupama Guntu , Liang Hong , Kamrul Hasan , Leehyun Keel

Recent advances in artificial intelligence research have led to a profusion of studies that apply deep learning to problems in image analysis and natural language processing among others. Additionally, the availability of open-source…

Telecom networks are becoming increasingly complex, with diversified deployment scenarios, multi-standards, and multi-vendor support. The intricate nature of the telecom network ecosystem presents challenges to effectively manage, operate,…

Networking and Internet Architecture · Computer Science 2024-08-09 Tahar Zanouda , Meysam Masoudi , Fitsum Gaim Gebre , Mischa Dohler

Artificial intelligence (AI) and machine learning (ML) are increasingly broadly adopted in industry, However, based on well over a dozen case studies, we have learned that deploying industry-strength, production quality ML models in systems…

Machine Learning · Computer Science 2020-06-04 Jan Bosch , Ivica Crnkovic , Helena Holmström Olsson

Artificial intelligence (AI) raises expectations of substantial increases in rates of technological and scientific progress, but such anticipations are often not connected to detailed ground-level studies of AI use in innovation processes.…

Computers and Society · Computer Science 2025-11-21 John P. Nelson , Olajide Olugbade , Philip Shapira , Justin B. Biddle

Artificial Intelligence (AI) and Machine Learning have enormous potential to transform businesses and disrupt entire industry sectors. However, companies wishing to integrate algorithmic decisions into their face multiple challenges: They…

Computers and Society · Computer Science 2020-09-24 U. Kerzel

The integration of artificial intelligence (AI) into mobile applications has significantly transformed various domains, enhancing user experiences and providing personalized services through advanced machine learning (ML) and deep learning…

Software Engineering · Computer Science 2024-09-30 Yinghua Li , Xueqi Dang , Haoye Tian , Tiezhu Sun , Zhijie Wang , Lei Ma , Jacques Klein , Tegawendé F. Bissyandé

Heterogeneous hardware and dynamic workloads worsen long-standing OS bottlenecks in scalability, adaptability, and manageability. At the same time, advances in machine learning (ML), large language models (LLMs), and agent-based methods…

Operating Systems · Computer Science 2025-11-12 Yifan Zhang , Xinkui Zhao , Ziying Li , Guanjie Cheng , Jianwei Yin , Lufei Zhang , Zuoning Chen
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