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A major, ongoing social transition is the inclusion of autonomous agents into human organizations. For example, in defence and security applications, robots may be used alongside human operatives to reduce risk or add capability. But a key…

Human-Computer Interaction · Computer Science 2024-08-21 Chris Baber , Patrick Waterson , Sanja Milivojevic , Sally Maynard , Edmund R. Hunt , Sagir Yusuf

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

Function-as-a-Service (FaaS) is a cloud service model enabling developers to offload event-driven executable snippets of code. The execution and management of such functions becomes a FaaS provider's responsibility, hereby included their…

Software Engineering · Computer Science 2020-04-03 Vladimir Yussupov , Jacopo Soldani , Uwe Breitenbücher , Antonio Brogi , Frank Leymann

Function-as-a-Service (FaaS) is one of the most promising directions for the future of cloud services, and serverless functions have immediately become a new middleware for building scalable and cost-efficient microservices and…

Distributed, Parallel, and Cluster Computing · Computer Science 2021-07-05 Marcin Copik , Grzegorz Kwasniewski , Maciej Besta , Michal Podstawski , Torsten Hoefler

Shared autonomy functions as a flexible framework that empowers robots to operate across a spectrum of autonomy levels, allowing for efficient task execution with minimal human oversight. However, humans might be intimidated by the…

Robotics · Computer Science 2025-12-01 Yingke Li , Fumin Zhang

Structuring related work is a daunting task encompassing literature review, classification, comparison (primarily in the form of concepts), and gap analysis. Building taxonomies is a compelling way to structure concepts in the literature…

Digital Libraries · Computer Science 2019-06-27 Mohsen Ahmadvand , Amjad Ibrahim , Felix Huber

The success of today's AI applications requires not only model training (Model-centric) but also data engineering (Data-centric). In data-centric AI, active learning (AL) plays a vital role, but current AL tools 1) require users to manually…

Machine Learning · Computer Science 2022-11-08 Yizheng Huang , Huaizheng Zhang , Yuanming Li , Chiew Tong Lau , Yang You

With AI-as-a-Service (AIaaS) now deployed across multiple providers and model tiers, selecting the appropriate model instance at run time is increasingly outside the end user's knowledge and operational control. Accordingly, the 6G service…

Networking and Internet Architecture · Computer Science 2026-02-19 Mohaned Chraiti , Merve Saimler

Applications that fuse machine learning and simulation can benefit from the use of multiple computing resources, with, for example, simulation codes running on highly parallel supercomputers and AI training and inference tasks on…

Distributed, Parallel, and Cluster Computing · Computer Science 2023-12-04 Logan Ward , J. Gregory Pauloski , Valerie Hayot-Sasson , Ryan Chard , Yadu Babuji , Ganesh Sivaraman , Sutanay Choudhury , Kyle Chard , Rajeev Thakur , Ian Foster

Service-Oriented Computing (SOC) enables the composition of loosely coupled service agents provided with varying Quality of Service (QoS) levels, effectively forming a multiagent system (MAS). Selecting a (near-)optimal set of services for…

Distributed, Parallel, and Cluster Computing · Computer Science 2013-01-22 Adrian Klein , Fuyuki Ishikawa , Shinichi Honiden

AI for IT Operations (AIOps) aims to automate complex operational tasks, such as fault localization and root cause analysis, to reduce human workload and minimize customer impact. While traditional DevOps tools and AIOps algorithms often…

Artificial Intelligence · Computer Science 2025-01-14 Yinfang Chen , Manish Shetty , Gagan Somashekar , Minghua Ma , Yogesh Simmhan , Jonathan Mace , Chetan Bansal , Rujia Wang , Saravan Rajmohan

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

When making strategic decisions, we are often confronted with overwhelming information to process. The situation can be further complicated when some pieces of evidence are contradicted each other or paradoxical. The challenge then becomes…

Artificial Intelligence · Computer Science 2023-06-13 Caesar Wu , Yuan-Fang Lib , Pascal Bouvry

While the first generation of cloud computing systems mitigated the job of system administrators, the next generation of cloud computing systems is emerging to mitigate the burden for cloud developers -- facilitating the development of…

Distributed, Parallel, and Cluster Computing · Computer Science 2024-07-25 Pawissanutt Lertpongrujikorn , Mohsen Amini Salehi

Cloud computing has fundamentally transformed application development, yet a gap remains between the serverless promise of simplified deployment and its practical realization due to fragmentation across function runtimes, state management,…

Distributed, Parallel, and Cluster Computing · Computer Science 2025-12-30 Pawissanutt Lertpongrujikorn

The rapid integration of AI into education has prioritized capability over trustworthiness, creating significant risks. Real-world deployments reveal that even advanced models are insufficient without extensive architectural scaffolding to…

Computers and Society · Computer Science 2026-01-13 Abu Syed

Trustworthiness has become a key requirement for the deployment of artificial intelligence systems in safety-critical applications. Conventional evaluation metrics, such as accuracy and precision, fail to appropriately capture uncertainty…

Artificial Intelligence · Computer Science 2026-05-27 Koffi Ismael Ouattara , Ioannis Krontiris , Theo Dimitrakos , Dennis Eisermann , Houda Labiod , Frank Kargl

Artificial Intelligence (AI) will play an essential role in 6G. It will fundamentally reshape the network architecture itself and drive major changes in the design of network entities, interfaces, and procedures. The adoption of agentic AI…

Networking and Internet Architecture · Computer Science 2026-05-05 Purna Sai Garigipati , Onur Ayan , Kishor Chandra Joshi , Xueli An

Software as a service (SaaS) has recently enjoyed much attention as it makes the use of software more convenient and cost-effective. At the same time, the arising of users' expectation for high quality service such as real-time information…

Software Engineering · Computer Science 2016-04-13 Feng-Lin Li , Chi-Hung Chi , Yue Wang , Cong Liu

Trust is emerging as an effective tool to ensure the successful completion of collaborative tasks within collaborative systems. However, rapidly and continuously evaluating the trustworthiness of collaborators during task execution is a…

Machine Learning · Computer Science 2025-06-23 Botao Zhu , Xianbin Wang
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