paper / geoffrey-hinton / May 8
Comparative Analysis of Reconfigurable Intelligent Surfaces and Relay Nodes for Energy Saving — Different technologies are currently being investigated to reduce the energy consumption of beyond 5 G systems. Two of the most preeminent ones are the Reconfigurable Intelligent Surfaces (RISs) and the relays, as both of them allow reducing the overall transmitted power levels at the base stations. However, due to the different nature of the two approaches, RISs being mostly passive while relays being active devices, it is unclear in which conditions one or the other leads to higher energy savi — Citations: 0.
papersemantic-scholar
paper / geoffrey-hinton / May 8
ReLVaaS: Verification-as-a-Service to Analyze Trustworthiness of RL-based Solutions in 6G Networks — Reinforcement learning (RL) based solutions are emerging as key enablers for integrating Artificial Intelligence (AI) in future 6G networks due to their ability to tackle complex decision-making and control problems. However, current testing-based validation and evaluation methods for these models may not guarantee their trustworthiness, thereby hindering their adoption in real-world applications, especially for safety or mission-critical scenarios. In contrast, formal verification is presented — Citations: 1.
papersemantic-scholar
paper / geoffrey-hinton / May 8
On the Deployment of AI-Driven Solutions in Edge-Enabled Beyond 5G Scenarios — Citations: 0.
papersemantic-scholar
paper / geoffrey-hinton / May 8
Digital Twin as a Service for 6G Radio Access Networks: Functional Model and Key Challenges — This paper presents a scalable and flexible functional model for the 6G-Radio Access Network Digital Twin (6G-RANDT), designed through a service-oriented approach to support next-generation radio access network optimization and intelligent management. The proposed model includes an application programming interface for seamless interaction with a 6G-RANDT consumer, 6G-RANDT instances for RAN emulation and simulation, and a 6G-RANDT orchestrator for management and data integration. Several 6G-RAN — Citations: 1.
papersemantic-scholar
paper / geoffrey-hinton / May 8
On the Detection and Mitigation of Coverage Holes by means of Relays in Cellular Networks — Citations: 0.
papersemantic-scholar