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Cloud services have recently exploded with the advent of powerful cloud-computing platforms such as Amazon Web Services and Microsoft Azure. Today, most cloud services are accessed through REST APIs, and Swagger is arguably the most popular…

Software Engineering · Computer Science 2018-06-27 Vaggelis Atlidakis , Patrice Godefroid , Marina Polishchuk

A pervasive design issue of AI systems is their explainability--how to provide appropriate information to help users understand the AI. The technical field of explainable AI (XAI) has produced a rich toolbox of techniques. Designers are now…

Human-Computer Interaction · Computer Science 2021-09-07 Q. Vera Liao , Milena Pribić , Jaesik Han , Sarah Miller , Daby Sow

A surge of interest in explainable AI (XAI) has led to a vast collection of algorithmic work on the topic. While many recognize the necessity to incorporate explainability features in AI systems, how to address real-world user needs for…

Human-Computer Interaction · Computer Science 2021-09-07 Q. Vera Liao , Daniel Gruen , Sarah Miller

Many large enterprises that operate highly governed and complex ICT environments have no efficient and effective way to support their Data and AI teams in rapidly spinning up and tearing down self-service data and compute infrastructure, to…

Distributed, Parallel, and Cluster Computing · Computer Science 2025-06-03 Chinkit Patel , Kee Siong Ng

Artificial intelligence (AI) enables machines to learn from human experience, adjust to new inputs, and perform human-like tasks. AI is progressing rapidly and is transforming the way businesses operate, from process automation to cognitive…

Machine Learning · Computer Science 2021-12-17 Ambreen Hanif

Modern web services routinely provide REST APIs for clients to access their functionality. These APIs present unique challenges and opportunities for automated testing, driving the recent development of many techniques and tools that…

Software Engineering · Computer Science 2022-09-08 Myeongsoo Kim , Qi Xin , Saurabh Sinha , Alessandro Orso

In this study, we propose the early adoption of Explainable AI (XAI) with a focus on three properties: Quality of explanation, the explanation summaries should be consistent across multiple XAI methods; Architectural Compatibility, for…

Artificial Intelligence · Computer Science 2024-03-26 Zerui Wang , Yan Liu , Abishek Arumugam Thiruselvi , Abdelwahab Hamou-Lhadj

Cloud computing is one of the innovative computing, which deals with storing and accessing data and programs over the Internet [1]. It is the delivery of computing resources and services, such as storing of data on servers and databases,…

Distributed, Parallel, and Cluster Computing · Computer Science 2023-05-30 Sahil Mishra , Sanjaya Kumar Panda

Cloud infrastructure is the cornerstone of the modern IT industry. However, managing this infrastructure effectively requires considerable manual effort from the DevOps engineering team. We make a case for developing AI agents powered by…

Artificial Intelligence · Computer Science 2025-06-17 Zhenning Yang , Archit Bhatnagar , Yiming Qiu , Tongyuan Miao , Patrick Tser Jern Kon , Yunming Xiao , Yibo Huang , Martin Casado , Ang Chen

Recent AI research has significantly reduced the barriers to apply AI, but the process of setting up the necessary tools and frameworks can still be a challenge. While AI-as-a-Service platforms have emerged to simplify the training and…

Machine Learning · Computer Science 2023-11-09 Dennis Rall , Bernhard Bauer , Thomas Fraunholz

Generative Artificial Intelligence (AI) has shown tremendous prospects in all aspects of technology, including design. However, due to its heavy demand on resources, it is usually trained on large computing infrastructure and often made…

Artificial Intelligence · Computer Science 2024-02-27 Sai Krishna Revanth Vuruma , Ashley Margetts , Jianhai Su , Faez Ahmed , Biplav Srivastava

Machine Learning (ML) is profoundly reshaping the way researchers create, implement, and operate data-intensive software. Its adoption, however, introduces notable challenges for computing infrastructures, particularly when it comes to…

Distributed, Parallel, and Cluster Computing · Computer Science 2025-10-30 Lucio Anderlini , Giulio Bianchini , Diego Ciangottini , Stefano Dal Pra , Diego Michelotto , Rosa Petrini , Daniele Spiga

In the past few years, artificial intelligence (AI) techniques have been implemented in almost all verticals of human life. However, the results generated from the AI models often lag explainability. AI models often appear as a blackbox…

Recent developments in the world of services on the Web show that both the number of available Web APIs as well as the applications built on top is constantly increasing. This trend is commonly attributed to the wide adoption of the REST…

Software Engineering · Computer Science 2019-02-28 Frederik Buelthoff , Maria Maleshkova

Robots have inherently limited onboard processing, storage, and power capabilities. Cloud computing resources have the potential to provide significant advantages for robots in many applications. However, to make use of these resources,…

Robotics · Computer Science 2020-09-16 Manoj Penmetcha , Shyam Sundar Kannan , Byung-Cheol Min

Today cloud computing has become as a new concept for hosting and delivering different services over the Internet for big data solutions. Cloud computing is attractive to different business owners of both small and enterprise as it…

Distributed, Parallel, and Cluster Computing · Computer Science 2013-08-06 Mehdi Bahrami

Cloud computing is gradually gaining popularity among businesses due to its distinct advantages over self-hosted IT infrastructures. Business Intelligence (BI) is a highly resource intensive system requiring large-scale parallel processing…

Distributed, Parallel, and Cluster Computing · Computer Science 2019-01-25 Hussain Al-Aqrabi , Lu Liu , Richard Hill , Nick Antonopoulos

Oftentimes, there is a need to experiment with different programming languages and technologies when designing software applications. Such experiments must be reproducible and share-able within a team workplace, and manual effort should be…

Distributed, Parallel, and Cluster Computing · Computer Science 2021-05-05 Ayaz Hafiz , Kevin Jin

Business Intelligence (BI) is becoming more accessible and less expensive with fewer risks through various deployment options available in the Cloud. Cloud computing facilitates the acquisition of custom solutions for not-for-profit (NFP)…

Computers and Society · Computer Science 2016-06-03 Purva Koparkar , Dale MacKrell

Artificial Intelligence (AI) planning is a flourishing research and development discipline that provides powerful tools for searching a course of action that achieves some user goal. While these planning tools show excellent performance on…

Artificial Intelligence · Computer Science 2021-02-23 Sebastian Graef , Ilche Georgievski