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When we consult with a doctor, lawyer, or financial advisor, we generally assume that they are acting in our best interests. But what should we assume when it is an artificial intelligence (AI) system that is acting on our behalf? Early…

Computers and Society · Computer Science 2020-03-26 Anthony Aguirre , Gaia Dempsey , Harry Surden , Peter B. Reiner

The advent of edge devices dedicated to machine learning tasks enabled the execution of AI-based applications that efficiently process and classify the data acquired by the resource-constrained devices populating the Internet of Things. The…

Software Engineering · Computer Science 2023-09-04 Alessandro Tundo , Marco Mobilio , Shashikant Ilager , Ivona Brandić , Ezio Bartocci , Leonardo Mariani

Mobile edge computing pushes computationally-intensive services closer to the user to provide reduced delay due to physical proximity. This has led many to consider deploying deep learning models on the edge -- commonly known as edge…

Networking and Internet Architecture · Computer Science 2021-05-03 Nathaniel Hudson , Hana Khamfroush , Daniel E. Lucani

Mobile augmented reality (MAR) is envisioned as a key immersive application in 6G, enabling virtual content rendering aligned with the physical environment through device pose estimation. In this paper, we propose a novel agent-driven…

Networking and Internet Architecture · Computer Science 2025-08-13 Conghao Zhou , Lulu Sun , Xiucheng Wang , Peng Yang , Feng Lyu , Sihan Lu , Xuemin Shen

The rapid evolution of Artificial Intelligence (AI) and Machine Learning (ML) has significantly heightened computational demands, particularly for inference-serving workloads. While traditional cloud-based deployments offer scalability,…

Distributed, Parallel, and Cluster Computing · Computer Science 2025-09-17 Foteini Stathopoulou , Aggelos Ferikoglou , Manolis Katsaragakis , Dimosthenis Masouros , Sotirios Xydis , Dimitrios Soudris

Classification-as-a-Service (CaaS) is widely deployed today in machine intelligence stacks for a vastly diverse set of applications including anything from medical prognosis to computer vision tasks to natural language processing to…

Machine Learning · Computer Science 2019-08-12 Mustafa Canim , Ashish Kundu , Josh Payne

The increased use of micro-services to build web applications has spurred the rapid growth of Function-as-a-Service (FaaS) or serverless computing platforms. While FaaS simplifies provisioning and scaling for application developers, it…

Distributed, Parallel, and Cluster Computing · Computer Science 2019-11-25 Arjun Singhvi , Kevin Houck , Arjun Balasubramanian , Mohammed Danish Shaikh , Shivaram Venkataraman , Aditya Akella

To support the growing demand for data-intensive and low-latency IoT applications, Multi-Access Edge Computing (MEC) is emerging as an effective edge-computing approach enabling the execution of delay-sensitive processing tasks close to…

Networking and Internet Architecture · Computer Science 2025-01-27 Simone Bolettieri , Raffaele Bruno , Enzo Mingozzi

Agentic AI (AAI), which extends Large Language Models with enhanced reasoning capabilities, has emerged as a promising paradigm for autonomous edge service scheduling. However, user mobility creates highly dynamic service demands in edge…

Networking and Internet Architecture · Computer Science 2026-01-21 Yan Sun , Yinqiu Liu , Shaoyong Guo , Ruichen Zhang , Feng Qi , Xuesong Qiu , Weifeng Gong , Dusit Niyato , Qihui Wu

Current AI systems increasingly operate in contexts where their outputs directly trigger real-world actions. Most existing approaches to AI safety, risk management, and governance focus on post-hoc validation, probabilistic risk estimation,…

Artificial Intelligence · Computer Science 2026-04-28 Gadi Lavi

Next-generation (NG) wireless networks must embrace innate intelligence in support of demanding emerging applications, such as extended reality and autonomous systems, under ultra-reliable and low-latency requirements. Pinching antennas…

Networking and Internet Architecture · Computer Science 2025-11-12 Fang Fang , Zhiguo Ding , Victor C. M. Leung , Lajos Hanzo

The increasing reliance on AI-driven 5G/6G network infrastructures for mission-critical services highlights the need for reliability and resilience against sophisticated cyber-physical threats. These networks are highly exposed to novel…

Sixth generation (6G) networks demand tight integration of artificial intelligence (AI) into radio access networks (RANs) to meet stringent quality of service (QoS) and resource efficiency requirements. Existing solutions struggle to bridge…

Networking and Internet Architecture · Computer Science 2025-09-23 Kuiyuan Ding , Caili Guo , Yang Yang , Jianzhang Guo

To counter fragmented, high-risk adoption of commercial AI tools, we built and ran an institutional AI platform in a six-month, 300-user pilot, showing that a university of applied sciences can offer advanced AI with fair access,…

Computers and Society · Computer Science 2025-12-11 Ruud Huijts , Koen Suilen

We propose a novel framework to select IaaS providers according to a consumer's long-term performance requirements. The proposed framework leverages free short-term trials to discover the unknown QoS performance of IaaS providers. We design…

Distributed, Parallel, and Cluster Computing · Computer Science 2020-11-03 Sheik Mohammad Mostakim Fattah , Athman Bouguettaya , Sajib Mistry

Edge artificial intelligence (AI) has been a promising solution towards 6G to empower a series of advanced techniques such as digital twins, holographic projection, semantic communications, and auto-driving, for achieving intelligence of…

Information Theory · Computer Science 2024-04-19 Dingzhu Wen , Xiaoyang Li , Yong Zhou , Yuanming Shi , Sheng Wu , Chunxiao Jiang

Cloud computing has achieved great success in modern IT industry as an excellent computing paradigm due to its flexible management and elastic resource sharing. To date, cloud computing takes an irrepalceable position in our socioeconomic…

Distributed, Parallel, and Cluster Computing · Computer Science 2015-03-17 Pengfei Chen , Yong Qi , Peipei Wang , Li Su , Xinyi Li

This paper introduces the Human-AI Governance (HAIG) framework, contributing to the AI Governance (AIG) field by foregrounding the relational dynamics between human and AI actors rather than treating AI systems as objects of governance…

Artificial Intelligence · Computer Science 2026-04-28 Zeynep Engin

Artificial intelligence (AI) will play an increasing role in cellular network deployment, configuration and management. This paper examines the security implications of AI-driven 6G radio access networks (RANs). While the expected timeline…

Cryptography and Security · Computer Science 2022-09-07 Talha F. Rahman , Aly Sabri Abdalla , Keith Powell , Walaa AlQwider , Vuk Marojevic

Wireless positioning technologies hold significant value for applications in autonomous driving, extended reality (XR), unmanned aerial vehicles (UAVs), and more. With the advancement of artificial intelligence (AI), leveraging AI to…

Signal Processing · Electrical Eng. & Systems 2025-08-06 Guangjin Pan , Yuan Gao , Yilin Gao , Wenjun Yu , Zhiyong Zhong , Xiaoyu Yang , Xinyu Guo , Shugong Xu
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