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As AI systems evolve into distributed ecosystems with autonomous execution, asynchronous reasoning, and multi-agent coordination, the absence of scalable, decoupled governance poses a structural risk. Existing oversight mechanisms are…

Machine Learning · Computer Science 2025-08-28 Suyash Gaurav , Jukka Heikkonen , Jatin Chaudhary

To build AI-based systems that users and the public can justifiably trust one needs to understand how machine learning technologies impact trust put in these services. To guide technology developments, this paper provides a systematic…

Computers and Society · Computer Science 2019-12-04 Ehsan Toreini , Mhairi Aitken , Kovila Coopamootoo , Karen Elliott , Carlos Gonzalez Zelaya , Aad van Moorsel

Mobile communication technologies have been evolving for many years with each generation transforming the way we experience new services. As the Smartphone market has significantly expanded in recent years and expected to grow more in years…

Signal Processing · Electrical Eng. & Systems 2019-11-21 Ayman Elnashar , Mohamed Elsaidny

This document provides an overview of 5G network security, describing various components of the 5G core network architecture and what kind of security services are offered by these 5G components. It also explores the potential security…

Networking and Internet Architecture · Computer Science 2024-01-26 Fatema Bannat Wala , Mariam Kiran

As part of its ongoing efforts to meet the increased spectrum demand, the Federal Communications Commission (FCC) has recently opened up 150 MHz in the 3.5 GHz band for shared wireless broadband use. Access and operations in this band, aka…

Networking and Internet Architecture · Computer Science 2019-07-09 Mohamed Grissa , Attila A. Yavuz , Bechir Hamdaoui

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

The 5G network would fuel next-gen, bandwidth-heavy technologies such as automation, IoT, and AI on the factory floor. It will improve efficiency by powering AR overlays in workflows, as well as ensure safer practices and reduce the number…

Cryptography and Security · Computer Science 2022-01-04 Hisham A. Kholidy , Mohammad A. Rahman , Andrew Karam , Zahid Akhtar

Users may already have some perception of provided security based on experience with earlier generations. To maintain the stability and coherent integration of 5G services, it is imperative that security and privacy features prevalent in…

Cryptography and Security · Computer Science 2022-11-11 Praveen Kumar

5G realizes an impactful convergence, where Network Functions Virtualization (NFV) and cloud-native models become fundamental for profiting from the unprecedented capacity offered at the 5G Radio Access Network (RAN). For providing…

Networking and Internet Architecture · Computer Science 2022-11-28 Sarang Kahvazadeh , Hamzeh Khalili , Rasoul Nikbakht Silab , Bahador Bakhshi , Josep Mangues-Bafalluy

Traditional security architectures are becoming more vulnerable to distributed attacks due to significant dependence on trust. This will further escalate when implementing agentic AI within the systems, as more components must be secured…

Networking and Internet Architecture · Computer Science 2025-09-29 Fannya R. Sandjaja , Ayesha A. Majeed , Abdullah Abdullah , Gyan Wickremasinghe , Karen Rafferty , Vishal Sharma

In many large scale distributed systems and on the web, agents need to interact with other unknown agents to carry out some tasks or transactions. The ability to reason about and assess the potential risks in carrying out such transactions…

Distributed, Parallel, and Cluster Computing · Computer Science 2011-03-02 Xin Liu , Gilles Tredan , Anwitaman Datta

Online social networks, such as Facebook and twitter, are a growing phenomenon in today's world, with various platforms providing capabilities for individuals to collaborate through messaging and chatting as well as sharing of content such…

Social and Information Networks · Computer Science 2020-01-14 Newton Masinde , Kalman Graffi

Trustworthiness and trust are basic factors in common societies that allow us to interact and enjoy being in crowds without fear. As robotic devices start percolating into our daily lives they must behave as fully trustworthy objects, such…

Computers and Society · Computer Science 2025-04-15 Gerhard P. Fettweis , Patricia Grünberg , Tim Hentschel , Stefan Köpsell

The advent of Bitcoin, and consequently Blockchain, has ushered in a new era of decentralization. Blockchain enables mutually distrusting entities to work collaboratively to attain a common objective. However, current Blockchain…

Distributed, Parallel, and Cluster Computing · Computer Science 2021-11-29 Seyed Amid Moeinzadeh Mirhosseini , Ali Fanian , T. Aaron Gulliver

The coexistence of heterogeneous sub-networks in 6G poses new security and trust concerns and thus calls for a perimeterless-security model. Blockchain radio access network (B-RAN) provides a trust-building approach via repeated…

Networking and Internet Architecture · Computer Science 2025-05-23 Bingwen Chen , Xintong Ling , Weihang Cao , Jiaheng Wang , Zhi Ding

Blockchain is a promising technology for establishing trust in IoT networks, where network nodes do not necessarily trust each other. Cryptographic hash links and distributed consensus mechanisms ensure that the data stored on an immutable…

Cryptography and Security · Computer Science 2019-06-28 Volkan Dedeoglu , Raja Jurdak , Guntur D. Putra , Ali Dorri , Salil S. Kanhere

Emerging deployments of Generative AI increasingly execute inference across decentralized and heterogeneous edge devices rather than on a single trusted server. In such environments, a single device failure or misbehavior can disrupt the…

Distributed, Parallel, and Cluster Computing · Computer Science 2026-03-31 Chanh Nguyen , Erik Elmroth

Since the dawn of human civilization, trust has been the core challenge of social organization. Trust functions to reduce the effort spent in constantly monitoring others' actions in order to verify their assertions, thus facilitating…

Distributed, Parallel, and Cluster Computing · Computer Science 2023-01-18 Rohan Madhwal , Johan Pouwelse

5G and Beyond networks promise low-latency support for applications that need to deliver mission-critical data with strict deadlines. However, innovations on the physical and medium access layers are not sufficient. Additional…

Networking and Internet Architecture · Computer Science 2023-03-23 Omar Nassef , Federico Chiariotti , Stephen Johnson , Toktam Mahmoodi

Concerns about the societal impact of AI-based services and systems has encouraged governments and other organisations around the world to propose AI policy frameworks to address fairness, accountability, transparency and related topics. To…